Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
awesome-graph-incremental-learning
This repo contians a list of paper related to graph incremental learning
https://github.com/jwsu825/awesome-graph-incremental-learning
- Graph Lifelong Learning: A Survey
- On Making Graph Continual Learning Easy, Fool-Proof, and Extensive: a Benchmark Framework and Scenarios
- Continual Graph Learning: A Survey
- CGLB: Benchmark Tasks for Continual Graph Learning
- BeGin: Extensive Benchmark Scenarios and An Easy-to-use Framework for Graph Continual Learning
- Towards Robust Graph Incremental Learning on Evolving Graphs
- Incremental Causal Graph Learning for Online Root Cause Analysis
- Data-Free Continual Graph Learning
- Self-Supervised Continual Graph Learning in Adaptive Riemannian Spaces
- Continual Learning on Dynamic Graphs via Parameter Isolation
- Lifelong Graph Learning
- Hierarchical Prototype Networks for Continual Graph Representation Learning
- Geometer: Graph Few-Shot Class-Incremental Learning via Prototype Representation
- Streaming Graph Neural Networks with Generative Replay
- Multimodal Continual Graph Learning with Neural Architecture Search
- Hierarchical Prototype Networks for Continual Graph Representation Learning
- Reinforced Continual Learning for Graphs
- Sparsified Subgraph Memory for Continual Graph Representation Learning
- Continual Learning on Dynamic Graphs via Parameter Isolation
- Learning on streaming graphs with experience replay
- DyGRAIN: An Incremental Learning Framework for Dynamic Graphs
- Weighted Heterogeneous Graph-Based Incremental Automatic Disease Diagnosis Method
- Graph Few-shot Class-incremental Learning
- Overcoming Catastrophic Forgetting in Graph Neural Networks
- Lifelong Learning of Graph Neural Networks for Open-World Node Classification
- Continual Learning for Fake News Detection from Social Media
- Graph-Adaptive Incremental Learning Using an Ensemble of Gaussian Process Experts
- Incremental face clustering with optimal summary learning via graph convolutional network
- Incremental Learning on Growing Graphs
- Incremental Spatio-Temporal Graph Learning for Online Query-POI Matching
- Lifelong Learning of Graph Neural Networks for Open-World Node Classification
- Streaming Graph Neural Networks via Continual Learning
- Graph Neural Networks with Continual Learning for Fake News Detection from Social Media
- Disentangle-based Continual Graph Representation Learning
- Streaming Graph Neural Networks
- Disentangle-based Continual Graph Representation Learning
- IncreGNN: Incremental Graph Neural Network Learning by Considering Node and Parameter Importance
- Structure Aware Experience Replay for Incremental Learning in Graph-based Recommender Systems
- Incremental Graph Convolutional Network for Collaborative Filtering
- I-GCN: Incremental Graph Convolution Network for Conversation Emotion Detection
- Incremental Learning on Growing Graphs
- FILDNE: A Framework for Incremental Learning of Dynamic Networks Embeddings - Based Systems 2021```\
- GraphSAIL: Graph Structure Aware Incremental Learning for Recommender Systems
- Streaming Graph Neural Networks
- Two-level Graph Network for Few-Shot Class-Incremental Learning
- Knowledge graph incremental embedding for unseen modalities
- Multimodal Continual Graph Learning with Neural Architecture Search
- Continual Learning of Knowledge Graph Embeddings
- Overcoming Catastrophic Forgetting in Graph Neural Networks
- Catastrophic Forgetting in Deep Graph Networks: an Introductory Benchmark for Graph Classification
- TrafficStream: A Streaming Traffic Flow Forecasting Framework Based on Graph Neural Networks and Continual Learning
- FILDNE: A Framework for Incremental Learning of Dynamic Networks Embeddings - Based Systems 2021```\
- Enriching Translation-Based Knowledge Graph Embeddings Through Continual Learning