awesome-distribution-shift

A curated list of papers and resources about the distribution shift in machine learning.
https://github.com/weitianxin/awesome-distribution-shift

Last synced: 4 days ago
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Benchmark
- ICLR 2021
- ICLR 2021 - Benchmarks)
- ICML 2021 - lambda/wilds)
- NeurIPS 2021 - Project/shifts)
- ICLR 2022
- NeurIPS 2022
- NeurIPS 2022 - team/pygod/tree/main/benchmark)
- NeurIPS 2022
- NeurIPS 2022 - Time)
- NeurIPS 2022
- NeurIPS 2022 - ml/anoshift)
- CVPR 2022 - Just/OoD-Bench)
- CVPR 2022 - arborist/)
- ECCV 2022 - ood-workshop/ROBIN-dataset)
- arxiv 2022 - ailab/DrugOOD)
Data Modality
- Graph
  - ICLR 2022
  - AAAI 2023
  - ICLR 2023
  - ICML 2022
  - NeurIPS 2022
  - NeurIPS 2022
  - NeurIPS 2022
  - NeurIPS 2022
  - WSDM 2023
  - TKDE 2022
  - IJCAI 2019
  - ICLR 2022
  - ICLR 2022
  - arxiv 2022
  - arxiv 2022
  - WWW 2020
  - ICLR 2022
  - AAAI 2023
  - KDD 2022
- Others (RecSys)
  - SIGIR 2021
  - WWW 2022
  - WWW 2022
  - SIGIR 2022
  - TOIS 2022
  - TKDE 2023
  - SIGIR 2021
  - KDD 2021
  - SIGIR 2021
  - TOIS 2022
- Speech
- Tabular Data
  - NeurIPS 2022
  - NeurIPS 2022
- Text
  - CVPR 2019
  - NAACL 2019
  - AAAI 2020
  - COLING 2020
  - EMNLP 2021
  - ACL 2021
  - ACL 2021
  - KAIS 2022
  - ACL 2022
  - ACL 2020
  - EMNLP 2021
  - ECCV 2022
- Time Series
  - ICLR 2017
  - AAAI 2021
  - TNNLS 2022
  - ICRA 2022
  - ICML 2022
  - TNNLS 2022
  - ICRA 2022
  - KDD 2020
  - CHIL 2021
  - MM 2022
  - AAAI 2021
- Video
  - ECCV 2020
  - NeurIPS 2021
  - WACV 2022
  - ECCV 2022
  - ECCV 2022
  - ICCV 2021
  - ICCV 2019
  - ECCV 2022
Decentralized (Federated)
- Others (RecSys)
  - ICML 2019
  - NeurIPS 2020
  - ICLR 2021
  - SDM 2021
  - NeurIPS 2022
  - TPDS 2022
  - CVPR 2022
  - CVPR 2022
  - CVPR 2021
  - TPDS 2022
  - arxiv 2018
  - MLSys 2020
  - ICML 2020
  - ICML 2019
Detection
- Others (RecSys)
  - ICDM 2018
  - NeurIPS 2019
  - ICDM 2020
  - NeurIPS 2020
  - CVPR 2020
  - NeurIPS 2021
  - NeurIPS 2021
  - CVPR 2021
  - AAAI 2022
  - AAAI 2022
  - ICML 2022
  - ECCV 2022
  - IJCNN 2019
  - arxiv 2018
  - ICDM 2018
  - ICDM 2020
  - IJCNN 2019
  - AAAI 2022
  - ICCV 2021
  - AAAI 2022
Fairness
- Others (RecSys)
Generalization
- Domain Adaptation
  - ICML 2015
  - JMLR 2016
  - ECCV 2016
  - NeurIPS 2016
  - NeurIPS 2016
  - CVPR 2017
  - ICDM 2017
  - ECCV 2018
  - CVPR 2019
  - ICML 2019
  - CVPR 2020
  - ICML 2020
  - TPAMI 2020
  - AAAI 2020
  - WACV 2021
  - CVPR 2021
  - ICML 2022
  - TPAMI 2022
  - WACV 2022
  - ICDM 2017
  - TPAMI 2020
  - TPAMI 2022
  - MM 2018
  - ICML 2015
  - ICML 2019
  - ICML 2020
  - CVPR 2019
- Domain Generalization & Out-of-distribution Robustness
  - arxiv 2019
  - ICLR 2020
  - ICLR 2021
  - ICML 2021
  - ICML 2021
  - NeurIPS 2021
  - ICML 2022
  - NeurIPS 2022
  - ICML 2021
  - ICML 2022
  - ICML 2022
  - CVPR 2018
  - ECCV 2018
  - NeurIPS 2018
  - NeurIPS 2019
  - CVPR 2019
  - CVPR 2019
  - NeurIPS 2020
  - ECCV 2020
  - ECCV 2020
  - ECCV 2020
  - ECCV 2020
  - CVPR 2020
  - JMLR 2021
  - NeurIPS 2021
  - NeurIPS 2021
  - CVPR 2022
  - ECCV 2022
  - ICML 2022
  - NeurIPS 2022
  - ICCV 2023
  - CVPR 2022
  - CVPR 2022
  - CVPR 2022
  - NeurIPS 2022
  - ICLR 2021
  - ICML 2022
  - ICML 2022
  - ICML 2021
  - AAAI 2018

Programming Languages

Categories

Generalization 99 Data Modality 76 Detection 20 Benchmark 15 Decentralized (Federated) 14 Learning Strategy 9 Fairness 8 Robustness 3

Sub Categories

Others (RecSys) 64 Domain Generalization & Out-of-distribution Robustness 51 Domain Adaptation 27 Test-time Adaptation/Training 21 Graph 19 Speech 14 Text 12 Time Series 11 Video 8 Tabular Data 2

Keywords

pytorch-geometric 1 pytorch 1 out-of-distribution-generalization 1 invariant-learning 1 graph-ood 1 graph-neural-networks 1 distribution-shift 1 deep-learning 1