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Awesome-Deep-Learning-Papers-for-Search-Recommendation-Advertising
Awesome Deep Learning papers for industrial Search, Recommendation and Advertisement. They focus on Embedding, Matching, Ranking (CTR/CVR prediction), Post Ranking, Large Model (Generative Recommendation, LLM), Transfer learning, Reinforcement Learning and so on.
https://github.com/guyulongcs/Awesome-Deep-Learning-Papers-for-Search-Recommendation-Advertising
Last synced: 4 days ago
JSON representation
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Corporation
- 2018 (Alibaba) (IJCAI) Globally Optimized Mutual Influence Aware Ranking in E-Commerce Search
- 2018 (Alibaba) (IJCAI) [JUMP
- 2018 (Alibaba) (KDD) [DUPN
- 2018 (Alibaba) (WWW) [MA-RDPG
- 2019 (Alibaba) (CIKM) Cross-domain Attention Network with Wasserstein Regularizers for E-commerce Search
- 2019 (Alibaba) (KDD) [MGTL
- 2019 (Alibaba) (WWW) Aggregating E-commerce Search Results from Heterogeneous Sources via Hierarchical Reinforcement Learning
- 2020 (Alibaba) (CIKM) [TIEN
- 2020 (Alibaba) (NIPS) Neuron-level Structured Pruning using Polarization Regularizer
- 2020 (Alibaba) (WWW) [MARN
- 2021 (Alibaba) (AAAI) [ANPP
- 2021 (Alibaba) (AAAI) [ES-DFM
- 2021 (Alibaba) (CIKM) [ZEUS
- 2021 (Alibaba) (KDD) [MGDSPR
- 2022 (Alibaba) (CIKM) [CLE-QR
- 2022 (Alibaba) (CIKM) [MOPPR
- 2023 (Alibaba) (KDD) [ASMOL
- 2014 (Google) (NIPS) [Knoledge Distillation
- 2015 (Google) (Arxiv) Deep Reinforcement Learning in Large Discrete Action Spaces
- 2015 (Google) (Arxiv) Deep Reinforcement Learning with Attention for Slate Markov Decision Processes with High-Dimensional States and Actions
- 2016 (Google) (DLRS) **[Wide & Deep
- 2016 (Google) (RecSys) **[Youtube DNN
- 2017 (Google) (ICLR) [Sparsely-Gated MOE
- 2018 (Google) (CIKM) [DPP
- 2018 (Google) (KDD) [MMoE
- 2019 (Google) (Arxiv) Seq2slate - Re-ranking and slate optimization with rnns
- 2019 (Google) (IJCAI) *[SlateQ
- 2019 (Google) (IJCAI) [SlateQ
- 2019 (Google) (Recsys)[Youtube Multi-task
- 2019 (Google) (WSDM) *[Top-K Off-Policy
- 2020 (Google) (Arxiv) Self-supervised Learning for Large-scale Item Recommendations
- 2020 (Google) (KDD) [Google Drive
- 2020 (Google) (KDD) [MoSE
- 2022 (Alibaba) (CIKM) [MOPPR
- 2023 (Alibaba) (KDD) [ASMOL
- 2020 (JD) (CIKM) *[DMT
- 2020 (JD) (CIKM) *[DecGCN
- 2020 (JD) (WSDM) [HUP
- 2018 (Alibaba) (IJCAI) Globally Optimized Mutual Influence Aware Ranking in E-Commerce Search
- 2018 (Alibaba) (IJCAI) [JUMP
- 2018 (Alibaba) (KDD) [DUPN
- 2018 (Alibaba) (WWW) [MA-RDPG
- 2019 (Alibaba) (CIKM) Cross-domain Attention Network with Wasserstein Regularizers for E-commerce Search
- 2019 (Alibaba) (KDD) [MGTL
- 2019 (Alibaba) (WWW) Aggregating E-commerce Search Results from Heterogeneous Sources via Hierarchical Reinforcement Learning
- 2020 (Alibaba) (CIKM) [TIEN
- 2020 (Alibaba) (NIPS) Neuron-level Structured Pruning using Polarization Regularizer
- 2020 (Alibaba) (WWW) [MARN
- 2021 (Alibaba) (AAAI) [ANPP
- 2021 (Alibaba) (AAAI) [ES-DFM
- 2021 (Alibaba) (CIKM) [ZEUS
- 2021 (Alibaba) (KDD) [MGDSPR
- 2022 (Alibaba) (CIKM) [CLE-QR
- 2020 (JD) (SIGIR) [NICF
- 2014 (Google) (NIPS) [Knoledge Distillation
- 2015 (Google) (Arxiv) Deep Reinforcement Learning in Large Discrete Action Spaces
- 2015 (Google) (Arxiv) Deep Reinforcement Learning with Attention for Slate Markov Decision Processes with High-Dimensional States and Actions
- 2016 (Google) (DLRS) **[Wide & Deep
- 2016 (Google) (RecSys) **[Youtube DNN
- 2017 (Google) (ICLR) [Sparsely-Gated MOE
- 2018 (Google) (CIKM) [DPP
- 2018 (Google) (KDD) [MMoE
- 2019 (Google) (Arxiv) Seq2slate - Re-ranking and slate optimization with rnns
- 2019 (Google) (IJCAI) *[SlateQ
- 2019 (Google) (IJCAI) [SlateQ
- 2019 (Google) (Recsys)[Youtube Multi-task
- 2019 (Google) (WSDM) *[Top-K Off-Policy
- 2020 (Google) (Arxiv) Self-supervised Learning for Large-scale Item Recommendations
- 2020 (Google) (KDD) [Google Drive
- 2020 (Google) (KDD) [MoSE
- 2020 (JD) (CIKM) *[DMT
- 2020 (JD) (CIKM) *[DecGCN
- 2020 (JD) (SIGIR) [NICF
- 2020 (JD) (WSDM) [HUP
-
03_Ranking
- 2024 (Kuaishou) (CIKM) [TWINv2
- 2024 (Tencent) (KDD) [LCN
- 2024 (Kuaishou) (CIKM) [TWINv2
- 2024 (Tencent) (KDD) [LCN
- 2024 (Tencent) (KDD) Understanding the Ranking Loss for Recommendation with Sparse User Feedback
- 2024 (Tencent) (KDD) [BBP
- 2023 (Tencent) (KDD) Scenario-Adaptive Feature Interaction for Click-Through Rate Prediction
- 2024 (Tencent) (KDD) [LCN
- 2023 (Airbnb) (KDD) Optimizing Airbnb Search Journey with Multi-task Learning
- 2023 (Google) (KDD) Improving Training Stability for Multitask Ranking Models in Recommender Systems
- 2023 (Meta) (KDD) AdaTT - Adaptive Task-to-Task Fusion Network for Multitask Learning in Recommendations
- 2024 (Airbnb) (KDD) Multi-objective Learning to Rank by Model Distillation
- 2024 (Kuaishou) (KDD) [GradCraft
- 2024 (Shopee) (KDD) [ResFlow
- 2024 (Tencent) (KDD) [STEM
- 2023 (Pinterest) (KDD) TransAct - Transformer-based Realtime User Action Model for Recommendation at Pinterest
- 2020 (Alibaba) (CIKM) [HMoE
- 2020 (Alibaba)(CIKM) [MiNet
- 2021 (Alibaba) (CIKM) * [ZEUS
- 2021 (Alibaba) (CIKM) [STAR
- 2023 (Alibaba) (CIKM) [HC2
- 2023 (Kuaishou) (KDD) [PEPNet
- 2015 (Microsoft) (WWW) A Multi-View Deep Learning Approach for Cross Domain User Modeling in Recommendation Systems
- 2016 (JMLR) Domain-Adversarial Training of Neural Networks
- 2018 (CIKM) CoNet - Collaborative Cross Networks for Cross-Domain Recommendation
- 2019 (Alibaba) (CIKM) [WE-CAN
- 2019 (Alibaba) (KDD) [MGTL
- 2019 (CIKM) DTCDR - A Framework for Dual-Target Cross-Domain Recommendation
- 2020 (WSDM) DDTCDR - Deep Dual Transfer Cross Domain Recommendation
- 2023 (Alibaba) (CIKM) [MMN
- 2023 (Alibaba) (CIKM) [Rec4Ad
- 2022 (JD) (WWW) Implicit User Awareness Modeling via Candidate Items for CTR Prediction in Search Ads
- 2023 (JD) (CIKM) [IUI
- 2023 (Meituan) (CIKM) [DCIN
- 2022 (Alibaba) (WWW) Deep Interest Highlight Network for Click-Through Rate Prediction in Trigger-Induced Recommendation
- 2014 (ADKDD) (Facebook) Practical Lessons from Predicting Clicks on Ads at Facebook
- 2016 (Google) (DLRS) **[Wide & Deep
- 2016 (Google) (RecSys) **[Youtube DNN
- 2018 (Alibaba) (KDD) **[DIN
- 2019 (Alibaba) (AAAI) **[DIEN
- 2019 (Facebook) (Arxiv) [DLRM
- 2019 (Google) (Recsys) ** [Youtube Multi-task
- 2020 (Alibaba) (Arxiv) ** [SIM
- 2020 (JD) (CIKM) **[DMT
- 2020 (Tencent) (Recsys) ** [PLE
- 2021 (Alibaba) (CIKM) * [ZEUS
- 2021 (Alibaba) (CIKM) [STAR
- 2022 (Alibaba) (Arxiv) ** [ETA
- 2022 (Alibaba) (WSDM) Modeling Users’ Contextualized Page-wise Feedback for Click-Through Rate Prediction in E-commerce Search
- 2023 (Alibaba) (Arxiv) [ESLM
- 2023 (Google) (Arxiv) On the Factory Floor - ML Engineering for Industrial-Scale Ads Recommendation Models
- 2023 (Kuaishou) (Arixiv) [TWIN
- 2023 (Kuaishou) (KDD) [PEPNet
- 2003 (Amazon) (IEEE) [CF
- 2009 (Computer) [MF
- 2016 (ICLR) [GRU4Rec
- 2017 (Amazon) (IEEE) Two decades of recommender systems at Amazon.com
- 2019 (KDD) (Airbnb) Applying Deep Learning To Airbnb Search
- 2020 (Airbnb) (KDD) Improving Deep Learning For Airbnb Search
- 2008 (KDD) Learning Classifiers from Only Positive and Unlabeled Data
- 2014 (Criteo) (KDD) [DFM
- 2018 (Arxiv) [NoDeF
- 2019 (Twitter) (RecSys) Addressing Delayed Feedback for Continuous Training with Neural Networks in CTR prediction
- 2020 (AdKDD) Delayed Feedback Model with Negative Binomial Regression for Multiple Conversions
- 2020 (JD) (IJCAI) [TS-DL
- 2020 (SIGIR) [DLA-DF
- 2020 (WWW) [FSIW
- 2021 (Alibaba) (AAAI) [ES-DFM
- 2021 (Alibaba) (AAAI) [ESDF
- 2021 (Alibaba) (Arxiv) [Defer
- 2021 (Google) (Arxiv) Handling many conversions per click in modeling delayed feedback
- 2021 (Tencent) (SIGIR) Counterfactual Reward Modification for Streaming Recommendation with Delayed Feedback
- 2022 (Alibaba) (WWW) [DEFUSE
- 2010 (ICDM) [FM
- 2013 (Google) (KDD) [LR
- 2016 (Arxiv) [PNN
- 2016 (Criteo) (Recsys) [FFM
- 2016 (ECIR) [FNN
- 2016 (KDD) [Deepintent
- 2016 (Microsoft) (KDD) [Deep Crossing
- 2017 (Google) (ADKDD) [DCN
- 2017 (Huawei) (IJCAI) [DeepFM
- 2017 (IJCAI) [AFM
- 2017 (SIGIR) [NFM
- 2017 (WWW) [NCF
- 2018 (CVPR) [SENet
- 2018 (Google) (WSDM) [Latent Cross
- 2018 (KDD) [xDeepFM
- 2018 (TOIS) [PNN
- 2019 (CIKM) [AutoInt
- 2019 (Huawei) (WWW) [FGCNN
- 2019 (Sina) (Arxiv) [FAT-DeepFFM
- 2019 (Sina) (Recsys) [FiBiNET
- 2019 (Tencent) (AAAI) [IFM
- 2020 (Baidu) (KDD) [CAN
- 2021 (Google) (WWW) * [DCN V2
- 2022 (Alibaba) (WSDM) [CAN
- 2023 (Sina) (CIKM) [FiBiNet++
- 2023 (Sina) (CIKM) [MemoNet
- 2019 (Alibaba) (KDD) [MIMN
- 2019 (Google) (WWW) Towards Neural Mixture Recommender for Long Range Dependent User Sequences
- 2020 (Alibaba) (Arxiv) ** [SIM
- 2020 (ICLR) Reformer - The Efficient Transformer
- 2020 (SIGIR) [UBR4CTR
- 2021 (Alibaba) (Arxiv) [ETA
- 2022 (Alibaba) (Arxiv) ** [ETA
- 2022 (Meituan) (CIKM) [SDIM
- 2023 (Kuaishou) (Arixiv) [TWIN
- 2023 (Kuaishou) (CIKM) [QIN
- 2018 (Alibaba) (CIKM) [Image CTR
- 2020 (Alibaba) (WWW) [MARN
- 2020 (Alibaba) (Arxiv) [SAML
- 2020 (Alibaba) (CIKM) [HMoE
- 2021 (Alibaba) (CIKM) * [ZEUS
- 2021 (Alibaba) (CIKM) [STAR
- 2023 (Alibaba) (CIKM) [HC2
- 2023 (Kuaishou) (KDD) [PEPNet
- 2015 (Microsoft) (WWW) A Multi-View Deep Learning Approach for Cross Domain User Modeling in Recommendation Systems
- 2016 (JMLR) Domain-Adversarial Training of Neural Networks
- 2018 (CIKM) CoNet - Collaborative Cross Networks for Cross-Domain Recommendation
- 2019 (Alibaba) (CIKM) [WE-CAN
- 2019 (Alibaba) (KDD) [MGTL
- 2019 (CIKM) DTCDR - A Framework for Dual-Target Cross-Domain Recommendation
- 2020 (Alibaba)(CIKM) [MiNet
- 2020 (WSDM) DDTCDR - Deep Dual Transfer Cross Domain Recommendation
- 2023 (Alibaba) (CIKM) [MMN
- 2023 (Alibaba) (CIKM) [Rec4Ad
- 2023 (Huawei) (CIKM) [DFFM
- 2014 (TASLP) [LHUC
- 2017 (Google) (ICLR) [Sparsely-Gated MOE
- 2018 (Alibaba) (KDD) [DUPN
- 2018 (Alibaba) (SIGIR) [ESMM
- 2018 (CVPR) Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics
- 2018 (Google) (KDD) ** [MMoE
- 2019 (Alibaba) (CIKM) Multi-task based Sales Predictions for Online Promotions
- 2019 (Alibaba) (Recys) A Pareto-Eficient Algorithm for Multiple Objective Optimization in E-Commerce Recommendation
- 2019 (Google) (AAAI) SNR Sub-Network Routing for Flexible Parameter Sharing in Multi-Task Learning
- 2019 (Google) (Recsys) ** [Youtube Multi-task
- 2019 (NIPS) Pareto Multi-Task Learning
- 2020 (Alibaba) (SIGIR) [ESM2
- 2020 (Alibaba) (WWW) Large-scale Causal Approaches to Debiasing Post-click Conversion Rate Estimation with Multi-task Learning
- 2020 (Amazon) (WWW) Multi-Objective Ranking Optimization for Product Search Using Stochastic Label Aggregation
- 2020 (Google) (KDD) [MoSE
- 2020 (JD) (CIKM) *[DMT
- 2020 (Tencent) (Recsys) ** [PLE
- 2021 (Alibaba) (SIGIR) [HM3
- 2021 (Alibaba) (SIGIR) [MSSM
- 2021 (Baidu) (SIGIR) [GemNN
- 2021 (Google) (Arxiv) [DSelect-k
- 2021 (Google) (ICLR) HyperGrid Transformers - Towards A Single Model for Multiple Tasks
- 2021 (Google) (KDD) Understanding and Improving Fairness-Accuracy Trade-offs in Multi-Task Learning
- 2021 (JD) (ICDE) Adversarial Mixture Of Experts with Category Hierarchy Soft Constraint
- 2021 (Kwai) (Arxiv) [POSO
- 2021 (Meituan) (KDD) Modeling the Sequential Dependence among Audience Multi-step Conversions with Multi-task Learning in Targeted Display Advertising
- 2021 (Tencent) (Arxiv) Mixture of Virtual-Kernel Experts for Multi-Objective User Profile Modeling
- 2021 (Tencent) (WWW) Personalized Approximate Pareto-Efficient Recommendation
- 2022 (Google) (WWW) Can Small Heads Help? Understanding and Improving Multi-Task Generalization
- 2023 (Alibaba) (CIKM) [DTRN
- 2023 (Google) (CIKM) Multitask Ranking System for Immersive Feed and No More Clicks - A Case Study of Short-Form Video Recommendation
- 2014 (TASLP) [LHUC
- 2023 (Kuaishou) (KDD) [PEPNet
- 2019 (Alibaba) (IJCAI) [DeepMCP
- 2019 (SIGIR) [BERT4Rec
- 2016 (Google) (RecSys) **[Youtube DNN
- 2017 (Google) (NIPS) ** Attention Is All You Need
- 2018 (Alibaba) (KDD) **[DIN
- 2018 (Alibaba) (KDD) [DUPN
- 2019 (Alibaba) (AAAI) **[DIEN
- 2019 (Alibaba) (IJCAI) [DSIN
- 2019 (Alibaba) (KDD) [BST
- 2019 (Alibaba) (KDD) [DSTN
- 2019 (Alibaba) (WWW) [TiSSA
- 2019 (Tencent) (KDD) [RALM
- 2020 (Alibaba) (SIGIR) [DHAN
- 2020 (Google) (KDD) [Google Drive
- 2020 (JD) (CIKM) **[DMT
- 2020 (JD) (NIPS) [KFAtt
- 2020 (JD) (WSDM) [HUP
- 2022 (Alibaba) (WSDM) Modeling Users’ Contextualized Page-wise Feedback for Click-Through Rate Prediction in E-commerce Search
- 2022 (Meta) [DHEN
- 2024 (Kuaishou) [HoME
- 2016 (ICLR) [GRU4Rec
- 2017 (Amazon) (IEEE) Two decades of recommender systems at Amazon.com
- 2019 (KDD) (Airbnb) Applying Deep Learning To Airbnb Search
- 2020 (Airbnb) (KDD) Improving Deep Learning For Airbnb Search
- 2008 (KDD) Learning Classifiers from Only Positive and Unlabeled Data
- 2020 (JD) (CIKM) **[DMT
- 2020 (JD) (NIPS) [KFAtt
- 2020 (JD) (WSDM) [HUP
- 2022 (Alibaba) (WSDM) Modeling Users’ Contextualized Page-wise Feedback for Click-Through Rate Prediction in E-commerce Search
- 2022 (JD) (WWW) Implicit User Awareness Modeling via Candidate Items for CTR Prediction in Search Ads
- 2023 (JD) (CIKM) [IUI
- 2023 (Meituan) (CIKM) [DCIN
- 2024 (Tencent) (KDD) [LCN
- 2016 (Google) (RecSys) **[Youtube DNN
- 2018 (Alibaba) (KDD) **[DIN
- 2019 (Alibaba) (AAAI) **[DIEN
- 2019 (Facebook) (Arxiv) [DLRM
- 2019 (Google) (Recsys) ** [Youtube Multi-task
- 2020 (Alibaba) (Arxiv) ** [SIM
- 2020 (JD) (CIKM) **[DMT
- 2020 (Tencent) (Recsys) ** [PLE
- 2021 (Alibaba) (CIKM) * [ZEUS
- 2023 (Sina) (CIKM) [FiBiNet++
- 2019 (Google) (WWW) Towards Neural Mixture Recommender for Long Range Dependent User Sequences
- 2020 (Alibaba) (Arxiv) ** [SIM
- 2023 (Sina) (CIKM) [MemoNet
- 2019 (Alibaba) (KDD) [MIMN
- 2021 (Alibaba) (Arxiv) [ETA
- 2022 (Alibaba) (Arxiv) ** [ETA
- 2022 (Meituan) (CIKM) [SDIM
- 2023 (Kuaishou) (Arixiv) [TWIN
- 2023 (Kuaishou) (CIKM) [QIN
- 2024 (Kuaishou) (CIKM) [TWINv2
- 2024 (Tencent) (KDD) [LCN
- 2024 (Tencent) (KDD) Understanding the Ranking Loss for Recommendation with Sparse User Feedback
- 2024 (Tencent) (KDD) [BBP
- 2018 (Alibaba) (CIKM) [Image CTR
- 2020 (Alibaba) (WWW) [MARN
- 2020 (Alibaba) (Arxiv) [SAML
- 2023 (Tencent) (KDD) Scenario-Adaptive Feature Interaction for Click-Through Rate Prediction
- 2023 (Huawei) (CIKM) [DFFM
- 2014 (Criteo) (KDD) [DFM
- 2018 (Arxiv) [NoDeF
- 2019 (Twitter) (RecSys) Addressing Delayed Feedback for Continuous Training with Neural Networks in CTR prediction
- 2020 (AdKDD) Delayed Feedback Model with Negative Binomial Regression for Multiple Conversions
- 2020 (JD) (IJCAI) [TS-DL
- 2020 (SIGIR) [DLA-DF
- 2020 (WWW) [FSIW
- 2021 (Alibaba) (AAAI) [ES-DFM
- 2021 (Alibaba) (AAAI) [ESDF
- 2021 (Alibaba) (Arxiv) [Defer
- 2021 (Google) (Arxiv) Handling many conversions per click in modeling delayed feedback
- 2021 (Tencent) (SIGIR) Counterfactual Reward Modification for Streaming Recommendation with Delayed Feedback
- 2022 (Alibaba) (WWW) [DEFUSE
- 2019 (Google) (AAAI) SNR Sub-Network Routing for Flexible Parameter Sharing in Multi-Task Learning
- 2019 (Google) (Recsys) ** [Youtube Multi-task
- 2019 (NIPS) Pareto Multi-Task Learning
- 2020 (Alibaba) (SIGIR) [ESM2
- 2020 (Alibaba) (WWW) Large-scale Causal Approaches to Debiasing Post-click Conversion Rate Estimation with Multi-task Learning
- 2020 (Amazon) (WWW) Multi-Objective Ranking Optimization for Product Search Using Stochastic Label Aggregation
- 2020 (Google) (KDD) [MoSE
- 2020 (JD) (CIKM) *[DMT
- 2020 (Tencent) (Recsys) ** [PLE
- 2020 (SIGIR) [UBR4CTR
- (2018) (ICML) GradNorm - Gradient Normalization for Adaptive Loss Balancing in Deep Multitask Networks
- 2014 (TASLP) [LHUC
- 2017 (Google) (ICLR) [Sparsely-Gated MOE
- 2018 (Alibaba) (KDD) [DUPN
- 2018 (Alibaba) (SIGIR) [ESMM
- 2018 (CVPR) Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics
- 2018 (Google) (KDD) ** [MMoE
- 2019 (Alibaba) (CIKM) Multi-task based Sales Predictions for Online Promotions
- 2019 (Alibaba) (Recys) A Pareto-Eficient Algorithm for Multiple Objective Optimization in E-Commerce Recommendation
- 2021 (Alibaba) (SIGIR) [HM3
- 2021 (Alibaba) (SIGIR) [MSSM
- 2021 (Baidu) (SIGIR) [GemNN
- 2021 (Google) (Arxiv) [DSelect-k
- 2021 (Google) (ICLR) HyperGrid Transformers - Towards A Single Model for Multiple Tasks
- 2021 (Google) (KDD) Understanding and Improving Fairness-Accuracy Trade-offs in Multi-Task Learning
- 2021 (JD) (ICDE) Adversarial Mixture Of Experts with Category Hierarchy Soft Constraint
- 2021 (Kwai) (Arxiv) [POSO
- 2021 (Meituan) (KDD) Modeling the Sequential Dependence among Audience Multi-step Conversions with Multi-task Learning in Targeted Display Advertising
- 2021 (Tencent) (Arxiv) Mixture of Virtual-Kernel Experts for Multi-Objective User Profile Modeling
- 2021 (Tencent) (WWW) Personalized Approximate Pareto-Efficient Recommendation
- 2022 (Google) (WWW) Can Small Heads Help? Understanding and Improving Multi-Task Generalization
- 2023 (Airbnb) (KDD) Optimizing Airbnb Search Journey with Multi-task Learning
- 2023 (Alibaba) (CIKM) [DTRN
- 2023 (Meta) (KDD) AdaTT - Adaptive Task-to-Task Fusion Network for Multitask Learning in Recommendations
- 2024 (Airbnb) (KDD) Multi-objective Learning to Rank by Model Distillation
- 2016 (Google) (DLRS) **[Wide & Deep
- 2021 (Alibaba) (CIKM) [STAR
- 2022 (Alibaba) (Arxiv) ** [ETA
- 2022 (Meta) [DHEN
- 2022 (WWW) [FMLP
- 2023 (Alibaba) (Arxiv) [ESLM
- 2023 (Google) (Arxiv) On the Factory Floor - ML Engineering for Industrial-Scale Ads Recommendation Models
- 2023 (Kuaishou) (Arixiv) [TWIN
- 2023 (Kuaishou) (KDD) [PEPNet
- 2024 (Kuaishou) (CIKM) [TWINv2
- 2024 (Tencent) (KDD) [LCN
- 2003 (Amazon) (IEEE) [CF
- 2009 (Computer) [MF
- 2020 (Alibaba) (SIGIR) [DHAN
- 2020 (Google) (KDD) [Google Drive
- 2010 (ICDM) [FM
- 2013 (Google) (KDD) [LR
- 2016 (Arxiv) [PNN
- 2016 (Criteo) (Recsys) [FFM
- 2016 (ECIR) [FNN
- 2016 (KDD) [Deepintent
- 2016 (Microsoft) (KDD) [Deep Crossing
- 2017 (Google) (ADKDD) [DCN
- 2017 (Huawei) (IJCAI) [DeepFM
- 2017 (IJCAI) [AFM
- 2017 (SIGIR) [NFM
- 2017 (WWW) [NCF
- 2018 (CVPR) [SENet
- 2018 (Google) (WSDM) [Latent Cross
- 2018 (KDD) [xDeepFM
- 2018 (TOIS) [PNN
- 2019 (CIKM) [AutoInt
- 2019 (Huawei) (WWW) [FGCNN
- 2019 (Sina) (Arxiv) [FAT-DeepFFM
- 2019 (Sina) (Recsys) [FiBiNET
- 2019 (Tencent) (AAAI) [IFM
- 2020 (Baidu) (KDD) [CAN
- 2021 (Google) (WWW) * [DCN V2
- 2022 (Alibaba) (WSDM) [CAN
- 2020 (ICLR) Reformer - The Efficient Transformer
- 2023 (Google) (CIKM) Multitask Ranking System for Immersive Feed and No More Clicks - A Case Study of Short-Form Video Recommendation
- 2023 (Google) (KDD) Improving Training Stability for Multitask Ranking Models in Recommender Systems
- 2024 (Kuaishou) [HoME
- 2024 (Shopee) (KDD) [ResFlow
- 2024 (Tencent) (KDD) [STEM
- 2014 (TASLP) [LHUC
- 2024 (Kuaishou) (KDD) [GradCraft
- 2016 (Google) (RecSys) **[Youtube DNN
- 2023 (Kuaishou) (KDD) [PEPNet
- 2019 (Alibaba) (IJCAI) [DeepMCP
- 2019 (SIGIR) [BERT4Rec
- 2017 (Google) (NIPS) ** Attention Is All You Need
- 2018 (Alibaba) (KDD) **[DIN
- 2018 (Alibaba) (KDD) [DUPN
- 2019 (Alibaba) (AAAI) **[DIEN
- 2019 (Alibaba) (IJCAI) [DSIN
- 2019 (Alibaba) (KDD) [BST
- 2019 (Alibaba) (KDD) [DSTN
- 2019 (Alibaba) (WWW) [TiSSA
- 2019 (Tencent) (KDD) [RALM
- 2023 (Pinterest) (KDD) TransAct - Transformer-based Realtime User Action Model for Recommendation at Pinterest
- 2022 (Alibaba) (WWW) Deep Interest Highlight Network for Click-Through Rate Prediction in Trigger-Induced Recommendation
- 2022 (Alibaba) (WSDM) Modeling Users’ Contextualized Page-wise Feedback for Click-Through Rate Prediction in E-commerce Search
- 2022 (WWW) [FMLP
- (2018) (ICML) GradNorm - Gradient Normalization for Adaptive Loss Balancing in Deep Multitask Networks
-
01_Matching
- 2024 (Bytedance) (KDD) [Trinity
- 2013 (Microsoft) (CIKM) [DSSM
- 2015 (KDD) [Sceptre
- 2016 (Google) (RecSys) **[Youtube DNN
- 2018 (KDD) *[TDM
- 2018 (Pinterest) (KDD) *[PinSage
- 2019 (Alibaba) (CIKM) **[MIND
- 2019 (Alibaba) (CIKM) *[SDM
- 2019 (Alibaba) (NIPS) *[JTM
- 2019 (Amazon) (KDD) Semantic Product Search
- 2019 (Baidu) (KDD) *[MOBIUS
- 2019 (Google) (RecSys) **[Two-Tower
- 2019 (Google) (WSDM) *[Top-K Off-Policy
- 2019 [Tencent
- 2020 (Alibaba) (ICML) [OTM
- 2020 (Alibaba) (KDD) *[ComiRec
- 2020 (Facebook) (KDD) **[Embedding for Facebook Search
- 2020 (JD) (CIKM) *[DecGCN
- 2020 (JD) (SIGIR) [DPSR
- 2020 (Microsoft) (Arxiv) TwinBERT - Distilling Knowledge to Twin-Structured BERT Models for Efficient Retrieval
- 2021 (Alibaba) (KDD) * [MGDSPR
- 2021 (Amazon) (KDD) Extreme Multi-label Learning for Semantic Matching in Product Search
- 2022 (Alibaba) (CIKM) [CLE-QR
- 2022 (Alibaba) **(CIKM) [MOPPR
- 2017 (Arxiv) (Meta) [FAISS
- 2020 (PAMI) [HNSW
- 2017 (ICLR) [GCN
- 2018 (ICLR) [GAT
- 2018 (Pinterest) (KDD) [PinSage
- 2019 (Alibaba) (KDD) [IntentGC
- 2019 (Alibaba) (KDD) [MEIRec
- 2019 (Alibaba) (SIGIR) [GIN
- 2020 (Alibaba) (SIGIR) [ATBRG
- 2022 (Alibaba) *(CIKM) [NANN
- 2021 (Bytedance) (Arxiv) [DR
- 2022 (Alibaba) (CIKM) **[NANN
- 2021 (TPAMI) [IVF-PQ
- 2018 (Alibaba) (KDD) * [TDM
- 2020 (Google) (WWW) *[MNS
- 2013 (Microsoft) (CIKM) [DSSM
- 2018 (Alibaba) (KDD) * [TDM
- 2018 (Pinterest) (KDD) *[PinSage
- 2019 (Alibaba) (CIKM) **[MIND
- 2019 (Alibaba) (NIPS) *[JTM
- 2019 (Amazon) (KDD) Semantic Product Search
- 2019 (Baidu) (KDD) *[MOBIUS
- 2019 (Google) (RecSys) **[Two-Tower
- 2019 (Google) (WSDM) *[Top-K Off-Policy
- 2015 (KDD) [Sceptre
- 2016 (Google) (RecSys) **[Youtube DNN
- 2017 (Arxiv) (Meta) [FAISS
- 2020 (Microsoft) (Arxiv) TwinBERT - Distilling Knowledge to Twin-Structured BERT Models for Efficient Retrieval
- 2021 (Alibaba) (KDD) * [MGDSPR
- 2021 (Amazon) (KDD) Extreme Multi-label Learning for Semantic Matching in Product Search
- 2021 (Bytedance) (Arxiv) [DR
- 2022 (Alibaba) (CIKM) **[NANN
- 2024 (Bytedance) (KDD) [Trinity
- 2020 (Alibaba) (ICML) [OTM
- 2020 (Alibaba) (KDD) *[ComiRec
- 2020 (Facebook) (KDD) **[Embedding for Facebook Search
- 2020 (Google) (WWW) *[MNS
- 2020 (JD) (SIGIR) [DPSR
-
04_Post-ranking
- 2023 (Amazon) (KDD) RankFormer - Listwise Learning-to-Rank Using Listwide Labels
- 2023 (Meituan) (KDD) PIER - Permutation-Level Interest-Based End-to-End Re-ranking Framework in E-commerce
- 2024 (Kuaishou) (KDD) [NAR4Rec
- 2005 (WWW) Improving Recommendation Lists Through Topic Diversification
- 2008 (SIGIR) [α-NDCG
- 2009 (Microsoft) (WSDM) Diversifying Search Results
- 1998 (SIGIR) ** [MRR
- 2018 (Google) (CIKM) [DPP
- 2019 (Alibaba) (RecSys) ** [PRM
- 2019 (Google) (IJCAI) [SlateQ
- 2010 (WWW) Exploiting Query Reformulations for Web Search Result Diversification
- 2016 (Amazon) (RecSys) Adaptive, Personalized Diversity for Visual Discovery
- 2017 (Hulu) (NIPS) [DPP
- 2018 (Alibaba) (IJCAI) Globally Optimized Mutual Influence Aware Ranking in E-Commerce Search
- 2018 (Alibaba) (IJCAI) [Alibaba GMV
- 2018 (SIGIR) [DLCM
- 2019 (Alibaba) (WWW) [Value-based RL
- 2019 (Alibaba) (KDD) [GAttN
- 2019 (Alibaba) (RecSys) ** [PRM
- 2019 (Google) (Arxiv) Reinforcement Learning for Slate-based Recommender Systems - A Tractable Decomposition and Practical Methodology
- 2019 (Google) (Arxiv) Seq2slate - Re-ranking and slate optimization with rnns
- 2020 (Alibaba) (CIKM) [EdgeRec
- 2019 (Google) (WSDM) [Top-K Off-Policy
- 2020 (Airbnb) (KDD) Managing Diversity in Airbnb Search
- 2020 (Alibaba) (CIKM) [EdgeRec
- 2020 (Huawei) (Arxiv) Personalized Re-ranking for Improving Diversity in Live Recommender Systems
- 2021 (Alibaba) (Arxiv) [PRS
- 2021 (Google) (WSDM) User Response Models to Improve a REINFORCE Recommender System
- 2021 (Microsoft) Diversity on the Go! Streaming Determinantal Point Processes under a Maximum Induced Cardinality Objective
- 2015 (Google) (Arxiv) Deep Reinforcement Learning in Large Discrete Action Spaces
- 2015 (Google) (Arxiv) Deep Reinforcement Learning with Attention for Slate Markov Decision Processes with High-Dimensional States and Actions
- 2017 (KDD) [DCM
- 2018 (Microsoft) (EMNLP) [RL4NMT
- 2019 (Google) (Arxiv) Seq2slate - Re-ranking and slate optimization with rnns
- 2018 (Microsoft) (EMNLP) [RL4NMT
- 2023 (Amazon) (KDD) RankFormer - Listwise Learning-to-Rank Using Listwide Labels
- 2023 (Meituan) (KDD) PIER - Permutation-Level Interest-Based End-to-End Re-ranking Framework in E-commerce
- 2024 (Kuaishou) (KDD) [NAR4Rec
- 2017 (KDD) [DCM
- 2019 (Google) (Arxiv) Seq2slate - Re-ranking and slate optimization with rnns
- 2019 (Google) (IJCAI) [SlateQ
- 2019 (Google) (WSDM) [Top-K Off-Policy
- 2020 (Airbnb) (KDD) Managing Diversity in Airbnb Search
- 2020 (Alibaba) (CIKM) [EdgeRec
- 2020 (Huawei) (Arxiv) Personalized Re-ranking for Improving Diversity in Live Recommender Systems
- 2021 (Alibaba) (Arxiv) [PRS
- 2021 (Google) (WSDM) User Response Models to Improve a REINFORCE Recommender System
- 2021 (Microsoft) Diversity on the Go! Streaming Determinantal Point Processes under a Maximum Induced Cardinality Objective
- 2015 (Google) (Arxiv) Deep Reinforcement Learning in Large Discrete Action Spaces
- 2018 (Google) (CIKM) [DPP
- 1998 (SIGIR) ** [MRR
- 2005 (WWW) Improving Recommendation Lists Through Topic Diversification
- 2008 (SIGIR) [α-NDCG
- 2009 (Microsoft) (WSDM) Diversifying Search Results
- 2010 (WWW) Exploiting Query Reformulations for Web Search Result Diversification
- 2016 (Amazon) (RecSys) Adaptive, Personalized Diversity for Visual Discovery
- 2017 (Hulu) (NIPS) [DPP
- 2018 (Alibaba) (IJCAI) Globally Optimized Mutual Influence Aware Ranking in E-Commerce Search
- 2018 (Alibaba) (IJCAI) [Alibaba GMV
- 2018 (SIGIR) [DLCM
- 2019 (Alibaba) (WWW) [Value-based RL
- 2019 (Alibaba) (KDD) [GAttN
- 2019 (Alibaba) (RecSys) ** [PRM
- 2019 (Google) (Arxiv) Reinforcement Learning for Slate-based Recommender Systems - A Tractable Decomposition and Practical Methodology
- 2019 (Google) (Arxiv) Seq2slate - Re-ranking and slate optimization with rnns
- 2015 (Google) (Arxiv) Deep Reinforcement Learning with Attention for Slate Markov Decision Processes with High-Dimensional States and Actions
-
Conference
- 2024 (Airbnb) (KDD) Multi-objective Learning to Rank by Model Distillation
- 2024 (Bytedance) (KDD) [Trinity
- 2024 (Kuaishou) (KDD) [GradCraft
- 2024 (Kuaishou) (KDD) [NAR4Rec
- 2024 (Shopee) (KDD) [ResFlow
- 2024 (Tencent) (KDD) Understanding the Ranking Loss for Recommendation with Sparse User Feedback
- 2024 (Tencent) (KDD) [BBP
- 2024 (Tencent) (KDD) [LCN
- 2024 (Tencent) (KDD) [STEM
- 2023 (Alibaba) (CIKM) [COPR
- 2023 (Alibaba) (CIKM) [DTRN
- 2023 (Alibaba) (CIKM) [HC2
- 2023 (Alibaba) (CIKM) [MMN
- 2023 (Alibaba) (CIKM) [Rec4Ad
- 2023 (JD) (CIKM) [IUI
- 2023 (Kuaishou) (CIKM) [QIN
- 2023 (Meituan) (CIKM) [DCIN
- 2023 (Meituan) (CIKM) [DDRN
- 2023 (Meituan) (CIKM) [SPM
- 2023 (Google) (CIKM) Multitask Ranking System for Immersive Feed and No More Clicks - A Case Study of Short-Form Video Recommendation
- 2023 (Huawei) (CIKM) [DFFM
- 2023 (Sina) (CIKM) [FiBiNet++
- 2023 (Sina) (CIKM) [MemoNet
- 2023 (Airbnb) (KDD) Optimizing Airbnb Search Journey with Multi-task Learning
- 2023 (Alibaba) (KDD) Capturing Conversion Rate Fluctuation during Sales Promotions - A Novel Historical Data Reuse Approach
- 2023 (Alibaba) (KDD) Empowering General-purpose User Representation with Full-life Cycle Behavior Modeling
- 2023 (Alibaba) (KDD) Multi-channel Integrated Recommendation with Exposure Constraints
- 2023 (Alibaba) (KDD) Multi-factor Sequential Re-ranking with Perception-Aware Diversification
- 2023 (Alibaba) (KDD) Sequence As Genes - An User Behavior Modeling Framework for Fraud Transaction Detection in E-commerce
- 2023 (Amazon) (KDD) Multi-Label Learning to Rank through Multi-Objective Optimization
- 2023 (Amazon) (KDD) RankFormer - Listwise Learning-to-Rank Using Listwide Labels
- 2023 (Amazon) (KDD) Text Is All You Need - Learning Language Representations for Sequential Recommendation
- 2023 (Ant) (KDD) SAMD - An Industrial Framework for Heterogeneous Multi-Scenario Recommendation
- 2023 (Huawei) (KDD) Unbiased Delayed Feedback Label Correction for Conversion Rate Prediction
- 2023 (Baidu) (KDD) Learning Discrete Document Representations in Web Search
- 2023 (Baidu) (KDD) S2phere - Semi-Supervised Pre-training for Web Search over Heterogeneous Learning to Rank Data
- 2023 (Google) (KDD) Improving Training Stability for Multitask Ranking Models in Recommender Systems
- 2023 (Huawei) (KDD) Hierarchical Projection Enhanced Multi-behavior Recommendation
- 2023 (Huawei) (KDD) MAP - A Model-agnostic Pretraining Framework for Click-through Rate Prediction
- 2023 (Huawei) (KDD) On-device Integrated Re-ranking with Heterogeneous Behavior Modeling
- 2023 (Kuaishou) (KDD) PrefRec - Recommender Systems with Human Preferences for Reinforcing Long-term User Engagement
- 2023 (Kuaishou) (KDD) Tree based Progressive Regression Model for Watch-Time Prediction in Short-video Recommendation
- 2023 (Kuaishou) (KDD) [PEPNet
- 2023 (Meituan) (KDD) NEON - Living Needs Prediction System in Meituan
- 2023 (Meituan) (KDD) PIER - Permutation-Level Interest-Based End-to-End Re-ranking Framework in E-commerce
- 2023 (Meta) (KDD) AdaTT - Adaptive Task-to-Task Fusion Network for Multitask Learning in Recommendations
- 2023 (Microsoft) (KDD) PASS - Personalized Advertiser-aware Sponsored Search
- 2023 (Microsoft) (KDD) Unifier - A Unified Retriever for Large-Scale Retrieval
- 2023 (Pinterest) (KDD) TransAct - Transformer-based Realtime User Action Model for Recommendation at Pinterest
- 2023 (Tencent) (KDD) CT4Rec - Simple yet Effective Consistency Training for Sequential Recommendation
- 2023 (Tencent) (KDD) Explicit Feature Interaction-aware Uplift Network for Online Marketing
- 2023 (Tencent) (KDD) Scenario-Adaptive Feature Interaction for Click-Through Rate Prediction
- 2023 (Yahoo) (KDD) Extreme Multi-Label Classification for Ad Targeting using Factorization Machines
- 2022 (WSDM) A GNN-based Multi-task Learning Framework for Personalized Video Search
- 2022 (WSDM) ANTHEM - Attentive Hyperbolic Entity Model for Product Search
- 2022 (WSDM) CAN - Feature Co-Action Network for Click-Through Rate Prediction
- 2022 (WSDM) Contrastive Learning for Representation Degeneration Problem in Sequential Recommendation
- 2022 (WSDM) Efficient Two-stage Label Noise Reduction for Retrieval-based Tasks
- 2022 (WSDM) Joint Learning of E-commerce Search and Recommendation with a Unified Graph Neural Network
- 2022 (WSDM) Learning Multi-granularity Consecutive User Intent Unit for Session-based Recommendation
- 2022 (WSDM) Multi-Resolution Attention for Personalized Item Search
- 2022 (WSDM) Personalized Transfer of User Preferences for Cross-domain Recommendation
- 2022 (WSDM) RecGURU - Adversarial Learning of Generalized User Representations for Cross-Domain Recommendation
- 2022 (WSDM) Scope-aware Re-ranking with Gated Attention in Feed
- 2022 (WSDM) Sequential Modeling with Multiple Attributes for Watchlist Recommendation in E-Commerce
- 2022 (WSDM) Show Me the Whole World - Towards Entire Item Space Exploration for Interactive Personalized Recommendations
- 2022 (Alibaba) (WWW) Deep Interest Highlight Network for Click-Through Rate Prediction in Trigger-Induced Recommendation
- 2022 (Alibaba) (WWW) [DEFUSE
- 2022 (WWW) Disentangling Long and Short-Term Interests for Recommendation
- 2022 (WWW) Learn over Past, Evolve for Future - Search-based Time-aware Recommendation with Sequential Behavior Data
- 2022 (WWW) Multi-task Ranking with User Behaviors for Text-video Search
- 2022 (WWW) PEAR - Personalized Re-ranking with Contextualized Transformer for Recommendation
- 2022 (WWW) Personalized Complementary Product Recommendation
- 2022 (Google) (WWW) Can Small Heads Help? Understanding and Improving Multi-Task Generalization
- 2022 (WWW) (Walmart) A Multi-task Learning Framework for Product Ranking with BERT
- 2022 (WWW) A Multi-Task Learning Approach for Delayed Feedback Modeling
- 2022 (WWW) Adaptive Experimentation with Delayed Binary Feedback
- 2022 (WWW) Cross Pairwise Ranking for Unbiased Item Recommendation
- 2023 (Kuaishou) (KDD) [PEPNet
- 2023 (Meituan) (KDD) NEON - Living Needs Prediction System in Meituan
- 2023 (Meituan) (KDD) PIER - Permutation-Level Interest-Based End-to-End Re-ranking Framework in E-commerce
- 2023 (Meta) (KDD) AdaTT - Adaptive Task-to-Task Fusion Network for Multitask Learning in Recommendations
- 2023 (Microsoft) (KDD) PASS - Personalized Advertiser-aware Sponsored Search
- 2023 (Microsoft) (KDD) Unifier - A Unified Retriever for Large-Scale Retrieval
- 2023 (Tencent) (KDD) CT4Rec - Simple yet Effective Consistency Training for Sequential Recommendation
- 2023 (Tencent) (KDD) Explicit Feature Interaction-aware Uplift Network for Online Marketing
- 2023 (Tencent) (KDD) Scenario-Adaptive Feature Interaction for Click-Through Rate Prediction
- 2023 (Yahoo) (KDD) Extreme Multi-Label Classification for Ad Targeting using Factorization Machines
- 2023 (Alibaba) (CIKM) [COPR
- 2023 (Alibaba) (CIKM) [DTRN
- 2023 (Alibaba) (CIKM) [HC2
- 2023 (Alibaba) (CIKM) [MMN
- 2023 (Alibaba) (CIKM) [Rec4Ad
- 2023 (Google) (CIKM) Multitask Ranking System for Immersive Feed and No More Clicks - A Case Study of Short-Form Video Recommendation
- 2023 (Huawei) (CIKM) [DFFM
- 2023 (JD) (CIKM) [IUI
- 2023 (Kuaishou) (CIKM) [QIN
- 2023 (Meituan) (CIKM) [DCIN
- 2023 (Meituan) (CIKM) [DDRN
- 2023 (Meituan) (CIKM) [SPM
- 2023 (Sina) (CIKM) [FiBiNet++
- 2023 (Sina) (CIKM) [MemoNet
- 2023 (Airbnb) (KDD) Optimizing Airbnb Search Journey with Multi-task Learning
- 2023 (Alibaba) (KDD) Capturing Conversion Rate Fluctuation during Sales Promotions - A Novel Historical Data Reuse Approach
- 2023 (Alibaba) (KDD) Empowering General-purpose User Representation with Full-life Cycle Behavior Modeling
- 2023 (Alibaba) (KDD) Multi-channel Integrated Recommendation with Exposure Constraints
- 2023 (Alibaba) (KDD) Multi-factor Sequential Re-ranking with Perception-Aware Diversification
- 2023 (Alibaba) (KDD) Sequence As Genes - An User Behavior Modeling Framework for Fraud Transaction Detection in E-commerce
- 2023 (Amazon) (KDD) Multi-Label Learning to Rank through Multi-Objective Optimization
- 2023 (Amazon) (KDD) RankFormer - Listwise Learning-to-Rank Using Listwide Labels
- 2023 (Amazon) (KDD) Text Is All You Need - Learning Language Representations for Sequential Recommendation
- 2023 (Ant) (KDD) SAMD - An Industrial Framework for Heterogeneous Multi-Scenario Recommendation
- 2023 (Baidu) (KDD) Learning Discrete Document Representations in Web Search
- 2023 (Baidu) (KDD) S2phere - Semi-Supervised Pre-training for Web Search over Heterogeneous Learning to Rank Data
- 2023 (Google) (KDD) Improving Training Stability for Multitask Ranking Models in Recommender Systems
- 2023 (Huawei) (KDD) Hierarchical Projection Enhanced Multi-behavior Recommendation
- 2023 (Huawei) (KDD) MAP - A Model-agnostic Pretraining Framework for Click-through Rate Prediction
- 2023 (Huawei) (KDD) On-device Integrated Re-ranking with Heterogeneous Behavior Modeling
- 2023 (Huawei) (KDD) Unbiased Delayed Feedback Label Correction for Conversion Rate Prediction
- 2023 (JD) (KDD) Contrastive Learning for User Sequence Representation in Personalized Product Search
- 2023 (Kuaishou) (KDD) PrefRec - Recommender Systems with Human Preferences for Reinforcing Long-term User Engagement
- 2023 (Kuaishou) (KDD) Tree based Progressive Regression Model for Watch-Time Prediction in Short-video Recommendation
- 2023 (Microsoft) (KDD) Unifier - A Unified Retriever for Large-Scale Retrieval
- 2023 (Pinterest) (KDD) TransAct - Transformer-based Realtime User Action Model for Recommendation at Pinterest
- 2023 (Tencent) (KDD) Binary Embedding-based Retrieval at Tencent
- 2022 (WSDM) A GNN-based Multi-task Learning Framework for Personalized Video Search
- 2022 (WSDM) ANTHEM - Attentive Hyperbolic Entity Model for Product Search
- 2022 (WSDM) CAN - Feature Co-Action Network for Click-Through Rate Prediction
- 2022 (WSDM) Contrastive Learning for Representation Degeneration Problem in Sequential Recommendation
- 2022 (WSDM) Efficient Two-stage Label Noise Reduction for Retrieval-based Tasks
- 2022 (WSDM) Joint Learning of E-commerce Search and Recommendation with a Unified Graph Neural Network
- 2022 (WSDM) Learning Multi-granularity Consecutive User Intent Unit for Session-based Recommendation
- 2022 (WSDM) Modeling Users’ Contextualized Page-wise Feedback for Click-Through Rate Prediction in E-commerce Search
- 2022 (WSDM) Multi-Resolution Attention for Personalized Item Search
- 2022 (WSDM) Personalized Transfer of User Preferences for Cross-domain Recommendation
- 2022 (WSDM) RecGURU - Adversarial Learning of Generalized User Representations for Cross-Domain Recommendation
- 2022 (WSDM) Scope-aware Re-ranking with Gated Attention in Feed
- 2022 (WSDM) Sequential Modeling with Multiple Attributes for Watchlist Recommendation in E-Commerce
- 2022 (WSDM) Show Me the Whole World - Towards Entire Item Space Exploration for Interactive Personalized Recommendations
- 2022 (Alibaba) (WWW) Deep Interest Highlight Network for Click-Through Rate Prediction in Trigger-Induced Recommendation
- 2022 (WSDM) Modeling Users’ Contextualized Page-wise Feedback for Click-Through Rate Prediction in E-commerce Search
- 2023 (Tencent) (KDD) Binary Embedding-based Retrieval at Tencent
- 2024 (Airbnb) (KDD) Multi-objective Learning to Rank by Model Distillation
- 2024 (Bytedance) (KDD) [Trinity
- 2024 (Kuaishou) (KDD) [GradCraft
- 2024 (Kuaishou) (KDD) [NAR4Rec
- 2024 (Shopee) (KDD) [ResFlow
- 2024 (Tencent) (KDD) [BBP
- 2024 (Tencent) (KDD) [LCN
- 2024 (Tencent) (KDD) [STEM
- 2024 (Tencent) (KDD) Understanding the Ranking Loss for Recommendation with Sparse User Feedback
- 2022 (Alibaba) (WWW) [DEFUSE
- 2022 (Google) (WWW) Can Small Heads Help? Understanding and Improving Multi-Task Generalization
- 2022 (JD) (WWW) Implicit User Awareness Modeling via Candidate Items for CTR Prediction in Search Ads
- 2022 (WWW) (Walmart) A Multi-task Learning Framework for Product Ranking with BERT
- 2022 (WWW) A Multi-Task Learning Approach for Delayed Feedback Modeling
- 2022 (WWW) Adaptive Experimentation with Delayed Binary Feedback
- 2022 (WWW) Cross Pairwise Ranking for Unbiased Item Recommendation
- 2022 (WWW) Disentangling Long and Short-Term Interests for Recommendation
- 2022 (WWW) Learn over Past, Evolve for Future - Search-based Time-aware Recommendation with Sequential Behavior Data
- 2022 (WWW) Multi-task Ranking with User Behaviors for Text-video Search
- 2022 (WWW) PEAR - Personalized Re-ranking with Contextualized Transformer for Recommendation
- 2022 (WWW) Personalized Complementary Product Recommendation
-
05_Relevance
-
06_Cascade
-
07_Self_Supervised_Learning
- 2020 (Alibaba) (AAAI) [DMR
- 2020 (Alibaba) (KDD) Disentangled Self-Supervision in Sequential Recommenders
- 2020 (Alibaba) (CIKM) [BERT4Rec
- 2020 (Arxiv) UserBERT - Self-supervised User Representation Learning
- 2020 (Arxiv) [SGL
- 2020 (CIKM) [S3Rec
- 2020 (EMNLP) [PTUM
- 2020 (SIGIR) Self-Supervised Reinforcement Learning for Recommender Systems
- 2020 (Xiangnan He) (Arxiv) Self-supervised Graph Learning for Recommendation
- 2021 (Alibaba) (Arxiv) [CLRec
- 2021 (Alibaba) (CIKM) * [ZEUS
- 2021 (Alibaba) (WWW) Contrastive Pre-training for Sequential Recommendation
- 2021 (Google) (CIKM) Self-supervised Learning for Large-scale Item Recommendations
- 2021 (WSDM) [Prop
- 2020 (Arxiv) [SGL
- 2020 (Alibaba) (AAAI) [DMR
- 2020 (Alibaba) (CIKM) [BERT4Rec
- 2020 (Alibaba) (KDD) Disentangled Self-Supervision in Sequential Recommenders
- 2020 (Arxiv) UserBERT - Self-supervised User Representation Learning
- 2020 (EMNLP) [PTUM
- 2020 (CIKM) [S3Rec
- 2020 (SIGIR) Self-Supervised Reinforcement Learning for Recommender Systems
- 2020 (Xiangnan He) (Arxiv) Self-supervised Graph Learning for Recommendation
- 2021 (Alibaba) (Arxiv) [CLRec
- 2021 (Alibaba) (CIKM) * [ZEUS
- 2021 (Alibaba) (WWW) Contrastive Pre-training for Sequential Recommendation
- 2021 (Google) (CIKM) Self-supervised Learning for Large-scale Item Recommendations
- 2021 (WSDM) [Prop
-
08_LLM
-
09_Transfer_Learning
- 2014 (Google) (NIPS) [Knoledge Distillation
- 2015 (ICLR) [Fitnets
- 2018 (Alibaba) (AAAI) [Rocket
- 2018 (KDD)[Ranking Distillation
- 2019 (ICCV) [RCO
- 2020 (Alibaba) (KDD) *[Privileged Features Distillation
- 2015 (Microsoft) (WWW) A Multi-View Deep Learning Approach for Cross Domain User Modeling in Recommendation Systems
- 2016 (JMLR) Domain-Adversarial Training of Neural Networks
- 2018 (CIKM) CoNet - Collaborative Cross Networks for Cross-Domain Recommendation
- 2019 (Alibaba) (CIKM) [WE-CAN
- 2019 (Alibaba) (KDD) [MGTL
- 2019 (CIKM) DTCDR - A Framework for Dual-Target Cross-Domain Recommendation
- 2020 (Alibaba)(CIKM) [MiNet
- 2020 (WSDM) DDTCDR - Deep Dual Transfer Cross Domain Recommendation
- 2019 (Alibaba) (KDD) [s_2Meta
- 2020 (Kuaishou) (SIGIR) [SML
- 2018 (CVPR) Efficient parametrization of multi-domain deep neural networks
- 2019 (ICML) Parameter-efficient transfer learning for NLP
- 2020 (Tencent) (SIGIR) [PeterRec
- 2018 (CIKM) CoNet - Collaborative Cross Networks for Cross-Domain Recommendation
- 2019 (Alibaba) (CIKM) [WE-CAN
- 2019 (Alibaba) (KDD) [MGTL
- 2020 (WSDM) DDTCDR - Deep Dual Transfer Cross Domain Recommendation
- 2019 (Alibaba) (KDD) [s_2Meta
- 2020 (Kuaishou) (SIGIR) [SML
- 2018 (CVPR) Efficient parametrization of multi-domain deep neural networks
- 2019 (ICML) Parameter-efficient transfer learning for NLP
- 2020 (Tencent) (SIGIR) [PeterRec
- 2014 (Google) (NIPS) [Knoledge Distillation
- 2015 (ICLR) [Fitnets
- 2018 (Alibaba) (AAAI) [Rocket
- 2018 (KDD)[Ranking Distillation
- 2019 (ICCV) [RCO
- 2020 (Alibaba) (KDD) *[Privileged Features Distillation
- 2015 (Microsoft) (WWW) A Multi-View Deep Learning Approach for Cross Domain User Modeling in Recommendation Systems
- 2016 (JMLR) Domain-Adversarial Training of Neural Networks
- 2019 (CIKM) DTCDR - A Framework for Dual-Target Cross-Domain Recommendation
- 2020 (Alibaba)(CIKM) [MiNet
-
10_Reinforcement_Learning
- 2010 (Yahoo) (WWW) [LinUCB
- 2018 (Alibaba) (KDD) Reinforcement Learning to Rank in E-Commerce Search Engine Formalization, Analysis, and Application
- 2018 (Alibaba) (WWW) [MA-RDPG
- 2018 (JD) (KDD) [DEERS
- 2018 (JD) (RecSys) [DeepPage
- 2018 (KDD) [Robust DQN
- 2018 (Spotify) (Recsys) [Spotify Bandit
- 2018 [Microsoft
- 2019 (Alibaba) (WWW) [HRL
- 2019 (DRL4KDD) [LIRD
- 2019 (Google) (IJCAI) *[SlateQ
- 2019 (Google) (WSDM) *[Top-K Off-Policy
- 2019 (JD) (KDD) [FeedRec
- 2019 (Sigweb) Deep Reinforcement Learning for Search, Recommendation, and Online Advertising - A Survey
- 2020 (Baidu) (CIKM) [DeepChain
- 2020 (Bytedance) (KDD) [RAM
- 2020 (JD) (SIGIR) [NICF
- 2010 (Yahoo) (WWW) [LinUCB
- 2018 (Alibaba) (KDD) Reinforcement Learning to Rank in E-Commerce Search Engine Formalization, Analysis, and Application
- 2018 (Alibaba) (WWW) [MA-RDPG
- 2018 (JD) (KDD) [DEERS
- 2018 (JD) (RecSys) [DeepPage
- 2018 (KDD) [Robust DQN
- 2018 (Spotify) (Recsys) [Spotify Bandit
- 2018 [Microsoft
- 2019 (Alibaba) (WWW) [HRL
- 2019 (DRL4KDD) [LIRD
- 2019 (Google) (IJCAI) *[SlateQ
- 2019 (Google) (WSDM) *[Top-K Off-Policy
- 2019 (JD) (KDD) [FeedRec
- 2019 (Sigweb) Deep Reinforcement Learning for Search, Recommendation, and Online Advertising - A Survey
- 2020 (Baidu) (CIKM) [DeepChain
- 2020 (Bytedance) (KDD) [RAM
- 2020 (JD) (SIGIR) [NICF
-
11_Multimodal
-
00_Embedding
- 2013 (Google) (NIPS) [Word2vec
- 2014 (KDD) [DeepWalk
- 2015 (WWW) [LINE
- 2016 (KDD) [Node2vec
- 2017 (ICLR) [GCN
- 2017 (KDD) [Struc2vec
- 2017 (NIPS) [GraphSAGE
- 2018 (Airbnb) (KDD) *[Airbnb Embedding
- 2018 (Alibaba) (KDD) *[Alibaba Embedding
- 2018 (ICLR) [GAT
- 2018 (Pinterest) (KDD) *[PinSage
- 2018 (WSDM) [NetMF
- 2019 (Alibaba) (KDD) *[GATNE
- 2016 (KDD) [Node2vec
- 2018 (Alibaba) (KDD) *[Alibaba Embedding
- 2018 (ICLR) [GAT
- 2018 (Pinterest) (KDD) *[PinSage
- 2018 (WSDM) [NetMF
- 2019 (Alibaba) (KDD) *[GATNE
- 2013 (Google) (NIPS) [Word2vec
- 2014 (KDD) [DeepWalk
- 2015 (WWW) [LINE
- 2018 (Airbnb) (KDD) *[Airbnb Embedding
- 2017 (ICLR) [GCN
- 2017 (NIPS) [GraphSAGE
- 2017 (KDD) [Struc2vec
-
02_Pre-ranking
-
07_Large_Model
- 2020 (Arxiv) Scaling Laws for Neural Language Models
- 2024 (Arxiv) (Bytedance) [HLLM
- 2024 (Arxiv) ** (Meta) [GR
- 2014 (ICML) [VAE
- 2014 (NIPS) [GAN
- 2017 (NIPS) [VQ-VAE
- 2020 (NIPS) [Diffusion
- 2012 (NIPS) [CNN
- 2014 (JMLR) [Dropout
- 2015 (Google) (JMLR) [BatchNorm
- 2015 (OpenAI) (ICLR) [Adam
- 2016 (CVPR) [ResNet
- 2017 (Arxiv) [LayerNorm
- 2017 (Google) (NIPS) [Transformer
- 2013 (Google) (NIPS) [Word2vec
- 2014 (Google) (NIPS) [Seq2Seq
- 2017 (Google) (NIPS) [Transformer
- 2017 (OpenAI) (NIPS) [RLHF
- 2018 (OpenAI) (Arxiv) [GPT
- 2019 (Google) (NAACL) [Bert
- 2019 (OpenAI) (Arxiv) [GPT2
- 2020 (Arxiv) Scaling Laws for Neural Language Models
- 2020 (OpenAI) (Arxiv) [GPT3
- 2021 (Microsoft) (Arxiv) [LoRA
- 2022 (Google) (JMLR) [SwitchTransfomers
- 2022 (Google) (NIPS) [ChainOfThought
- 2022 (Google) (TMLR) [Emergent
- 2023 (Meta) (Arxiv) [LLaMA
- 2022 (OpenAI) (Arxiv) [InstructGPT
- 2023 (OpenAI) (Arxiv) [GPT4
- 2020 (Google) (ICLR) [ALBERT
- 2021 (Google) (ICLR) [VIT
- 2021 (OpenAI) (ICML) [CLIP
- 2020 (Alibaba) (AAAI) [DMR
- 2020 (Alibaba) (CIKM) [BERT4Rec
- 2020 (Alibaba) (KDD) Disentangled Self-Supervision in Sequential Recommenders
- 2020 (Arxiv) UserBERT - Self-supervised User Representation Learning
- 2020 (Arxiv) [SGL
- 2020 (CIKM) [S3Rec
- 2020 (EMNLP) [PTUM
- 2020 (SIGIR) Self-Supervised Reinforcement Learning for Recommender Systems
- 2020 (Xiangnan He) (Arxiv) Self-supervised Graph Learning for Recommendation
- 2021 (Alibaba) (Arxiv) [CLRec
- 2021 (Alibaba) (CIKM) * [ZEUS
- 2021 (Alibaba) (WWW) Contrastive Pre-training for Sequential Recommendation
- 2021 (Google) (CIKM) Self-supervised Learning for Large-scale Item Recommendations
- 2021 (WSDM) [Prop
- 2014 (JMLR) [Dropout
- 2015 (Google) (JMLR) [BatchNorm
- 2021 (Alibaba) (WWW) Contrastive Pre-training for Sequential Recommendation
- 2021 (Google) (CIKM) Self-supervised Learning for Large-scale Item Recommendations
- 2021 (WSDM) [Prop
- 2022 (Google) (TMLR) [Emergent
- 2022 (OpenAI) (Arxiv) [InstructGPT
- 2021 (OpenAI) (ICML) [CLIP
- 2023 (Meta) (Arxiv) [LLaMA
- 2023 (OpenAI) (Arxiv) [GPT4
- 2020 (Google) (ICLR) [ALBERT
- 2021 (Google) (ICLR) [VIT
- 2017 (NIPS) [VQ-VAE
- 2020 (NIPS) [Diffusion
- 2012 (NIPS) [CNN
- 2020 (Alibaba) (AAAI) [DMR
- 2020 (Alibaba) (CIKM) [BERT4Rec
- 2020 (Arxiv) Scaling Laws for Neural Language Models
- 2024 (Arxiv) (Bytedance) [HLLM
- 2024 (Arxiv) ** (Meta) [GR
- 2014 (ICML) [VAE
- 2014 (NIPS) [GAN
- 2015 (OpenAI) (ICLR) [Adam
- 2016 (CVPR) [ResNet
- 2017 (Arxiv) [LayerNorm
- 2017 (Google) (NIPS) [Transformer
- 2013 (Google) (NIPS) [Word2vec
- 2014 (Google) (NIPS) [Seq2Seq
- 2017 (Google) (NIPS) [Transformer
- 2017 (OpenAI) (NIPS) [RLHF
- 2018 (OpenAI) (Arxiv) [GPT
- 2019 (Google) (NAACL) [Bert
- 2019 (OpenAI) (Arxiv) [GPT2
- 2020 (Arxiv) Scaling Laws for Neural Language Models
- 2020 (OpenAI) (Arxiv) [GPT3
- 2021 (Microsoft) (Arxiv) [LoRA
- 2022 (Google) (JMLR) [SwitchTransfomers
- 2022 (Google) (NIPS) [ChainOfThought
- 2020 (Alibaba) (KDD) Disentangled Self-Supervision in Sequential Recommenders
- 2020 (Arxiv) UserBERT - Self-supervised User Representation Learning
- 2020 (Arxiv) [SGL
- 2020 (CIKM) [S3Rec
- 2020 (EMNLP) [PTUM
- 2020 (SIGIR) Self-Supervised Reinforcement Learning for Recommender Systems
- 2020 (Xiangnan He) (Arxiv) Self-supervised Graph Learning for Recommendation
- 2021 (Alibaba) (Arxiv) [CLRec
- 2021 (Alibaba) (CIKM) * [ZEUS
-
08_Transfer_Learning
- 2014 (Google) (NIPS) [Knoledge Distillation
- 2015 (ICLR) [Fitnets
- 2018 (Alibaba) (AAAI) [Rocket
- 2018 (KDD)[Ranking Distillation
- 2019 (ICCV) [RCO
- 2020 (Alibaba) (KDD) *[Privileged Features Distillation
- 2015 (Microsoft) (WWW) A Multi-View Deep Learning Approach for Cross Domain User Modeling in Recommendation Systems
- 2016 (JMLR) Domain-Adversarial Training of Neural Networks
- 2018 (CIKM) CoNet - Collaborative Cross Networks for Cross-Domain Recommendation
- 2019 (Alibaba) (CIKM) [WE-CAN
- 2019 (Alibaba) (KDD) [MGTL
- 2019 (CIKM) DTCDR - A Framework for Dual-Target Cross-Domain Recommendation
- 2020 (Alibaba)(CIKM) [MiNet
- 2020 (WSDM) DDTCDR - Deep Dual Transfer Cross Domain Recommendation
- 2019 (Alibaba) (KDD) [s_2Meta
- 2020 (Kuaishou) (SIGIR) [SML
- 2018 (CVPR) Efficient parametrization of multi-domain deep neural networks
- 2019 (ICML) Parameter-efficient transfer learning for NLP
- 2020 (Tencent) (SIGIR) [PeterRec
- 2014 (Google) (NIPS) [Knoledge Distillation
- 2015 (ICLR) [Fitnets
- 2018 (Alibaba) (AAAI) [Rocket
- 2018 (KDD)[Ranking Distillation
- 2019 (ICCV) [RCO
- 2020 (Alibaba) (KDD) *[Privileged Features Distillation
- 2015 (Microsoft) (WWW) A Multi-View Deep Learning Approach for Cross Domain User Modeling in Recommendation Systems
- 2016 (JMLR) Domain-Adversarial Training of Neural Networks
- 2018 (CIKM) CoNet - Collaborative Cross Networks for Cross-Domain Recommendation
- 2019 (Alibaba) (CIKM) [WE-CAN
- 2019 (Alibaba) (KDD) [MGTL
- 2019 (CIKM) DTCDR - A Framework for Dual-Target Cross-Domain Recommendation
- 2020 (Alibaba)(CIKM) [MiNet
- 2020 (WSDM) DDTCDR - Deep Dual Transfer Cross Domain Recommendation
- 2019 (Alibaba) (KDD) [s_2Meta
- 2020 (Kuaishou) (SIGIR) [SML
- 2018 (CVPR) Efficient parametrization of multi-domain deep neural networks
- 2019 (ICML) Parameter-efficient transfer learning for NLP
- 2020 (Tencent) (SIGIR) [PeterRec
-
09_Reinforcement_Learning
- 2010 (Yahoo) (WWW) [LinUCB
- 2018 (Alibaba) (KDD) Reinforcement Learning to Rank in E-Commerce Search Engine Formalization, Analysis, and Application
- 2018 (Spotify) (Recsys) [Spotify Bandit
- 2018 [Microsoft
- 2019 (Alibaba) (WWW) [HRL
- 2019 (Google) (IJCAI) *[SlateQ
- 2019 (Google) (WSDM) *[Top-K Off-Policy
- 2019 (JD) (KDD) [FeedRec
- 2020 (JD) (SIGIR) [NICF
- 2019 (Sigweb) Deep Reinforcement Learning for Search, Recommendation, and Online Advertising - A Survey
- 2020 (Bytedance) (KDD) [RAM
- 2010 (Yahoo) (WWW) [LinUCB
- 2018 (Alibaba) (KDD) Reinforcement Learning to Rank in E-Commerce Search Engine Formalization, Analysis, and Application
- 2018 (Spotify) (Recsys) [Spotify Bandit
- 2018 [Microsoft
- 2019 (Alibaba) (WWW) [HRL
- 2019 (Google) (IJCAI) *[SlateQ
- 2019 (Google) (WSDM) *[Top-K Off-Policy
- 2019 (JD) (KDD) [FeedRec
- 2019 (Sigweb) Deep Reinforcement Learning for Search, Recommendation, and Online Advertising - A Survey
- 2020 (Bytedance) (KDD) [RAM
- 2020 (JD) (SIGIR) [NICF
Categories
03_Ranking
335
Conference
163
07_Large_Model
94
Corporation
74
04_Post-ranking
66
01_Matching
62
09_Transfer_Learning
38
08_Transfer_Learning
38
10_Reinforcement_Learning
34
07_Self_Supervised_Learning
28
00_Embedding
26
09_Reinforcement_Learning
22
11_Multimodal
6
05_Relevance
6
08_LLM
4
06_Cascade
4
02_Pre-ranking
3
Sub Categories