Graph Learning under Distribution Shifts: A Comprehensive Survey on Domain Adaptation, Out-of-distribution, and Continual Learningby…
Fixed Random Classifier Rearrangement for Continual Learningby Shengyang Huang, Jianwen MoFirst submitted to arxiv on:…
COPR: Continual Human Preference Learning via Optimal Policy Regularizationby Han Zhang, Lin Gui, Yu Lei,…
DSLR: Diversity Enhancement and Structure Learning for Rehearsal-based Graph Continual Learningby Seungyoon Choi, Wonjoong Kim,…
Structural Knowledge Informed Continual Multivariate Time Series Forecastingby Zijie Pan, Yushan Jiang, Dongjin Song, Sahil…
Neuro-mimetic Task-free Unsupervised Online Learning with Continual Self-Organizing Mapsby Hitesh Vaidya, Travis Desell, Ankur Mali,…
Towards Cross-Domain Continual Learningby Marcus de Carvalho, Mahardhika Pratama, Jie Zhang, Chua Haoyan, Edward YappFirst…
Continual Learning on Graphs: Challenges, Solutions, and Opportunitiesby Xikun Zhang, Dongjin Song, Dacheng TaoFirst submitted…
Maintaining Adversarial Robustness in Continuous Learningby Xiaolei Ru, Xiaowei Cao, Zijia Liu, Jack Murdoch Moore,…
Is Continual Learning Ready for Real-world Challenges?by Theodora Kontogianni, Yuanwen Yue, Siyu Tang, Konrad SchindlerFirst…