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cs.LG2025
CPATTA: Conformal Supervision Allocation For Active Test-Time Adaptation
Tingyu Shi, Fan Lyu, Shaoliang Peng +2
Active Test-Time Adaptation (ATTA) improves model robustness under domain shift by selectively querying human annotations at deployment, but existing methods use heuristic uncertai…
cs.CV2025
DeCLIP: Decoupled Prompting for Multi-Label Class-Incremental Learning with CLIP
Kaile Du, Zihan Ye, Junzhou Xie +7
Multi-label class-incremental learning (MLCIL) continuously expands the label space while recognizing multiple co-occurring categories, making catastrophic forgetting a central cha…
cs.CV2025
MM-Prompt: Cross-Modal Prompt Tuning for Continual Visual Question Answering
Xu Li, Fan Lyu
Continual Visual Question Answering (CVQA) based on pre-trained models(PTMs) has achieved promising progress by leveraging prompt tuning to enable continual multi-modal learning. H…