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cs.CV2026
OP-CAD: On-Policy Clean-Audio Distillation for Robust Audio-Visual Reasoning
Xingming Shui, Dapeng Chen, Bowei Liu +5
Omni-modal large language models deployed in real-world environments encounter external noise that can interfere with their perception and understanding of multimodal inputs. We st…
cs.LG2026
From Intent to Evidence: A Categorical Approach for Structural Evaluation of Deep Research Agents
Shuoling Liu, Zhiquan Tan, Kun Yi +6
Deep Research Agents (DRAs) aim to answer complex questions by searching the web, checking evidence, and synthesizing conclusions across heterogeneous sources. We introduce a categ…