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cs.CV2026
TRACE: Trajectory-robust Admission with Evidence Ordering for Efficient GUI Agents
Yuhao Wang, Mu Qiao, Xindong Zhang +3
GUI agents accumulate high-resolution screenshots as the trajectory unfolds, increasing inference latency and memory usage. Training-free visual token pruning can reduce this cost,…
cs.CV2026
ERA: Entropy-Guided Visual Token Pruning with Rectified Attention for Efficient MLLMs
Yuhao Wang, Mu Qiao, Haiwen Diao +5
Multimodal Large Language Models (MLLMs) incur prohibitive inference costs due to long visual token sequences. Training-free visual token reduction provides an efficient solution.…
cs.CV2025★ 1 cited
OCSU: Optical Chemical Structure Understanding for Molecule-centric Scientific Discovery
Siqi Fan, Yuguang Xie, Bowen Cai +5
Understanding the chemical structure from a graphical representation of a molecule is a challenging image caption task that would greatly benefit molecule-centric scientific discov…