2026
Subspace-Aware Feature Reshaping for Open-Set Graph Class-Incremental Learning
ICML 2026poster
Graph class-incremental learning (GCIL) has emerged to address the challenge of learning from dynamically evolving graphs, which continuously learns new classes over a sequence of tasks while retaining performance on previously seen classes. However, existing GCIL methods assume a closed-set test di…