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cs.LG2026
Online Continual Learning with Dynamic Label Hierarchies
Xinrui Wang, Shao-Yuan Li, Bartłomiej Twardowski +2
Online Continual Learning (OCL) aims to learn from endless non\text{-}stationary data streams, yet most existing methods assume a flat label space and overlook the hierarchical org…
cs.CV2026
DORA: Dynamic Online Reinforcement Agent for Token Merging in Vision Transformers
Kaixuan He, Song Chen, Yi Kang
Vision Transformers (ViTs) incur significant computational overhead due to the quadratic complexity of self-attention relative to the token sequence length. While existing token re…