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eess.AS2026
CAD: Conflict-Aware Decoding to Mitigate Cross-Modal Hallucinations in Omnimodal Large Language Models
Yuchen Deng, Chang Sun, Hai-Tao Zheng +2
Omnimodal large language models (Omni-LLMs) integrate audio, video, and text, yet remain vulnerable to cross-modal hallucinations, where one modality improperly influences predicti…
cs.AI2026
OmniRefine: Alignment-Aware Cooperative Compression for Efficient Omnimodal Large Language Models
Yuchen Deng, Zidang Cai, Hai-Tao Zheng +3
Omnimodal large language models (Omni-LLMs) show strong capability in audio-video understanding, but their practical deployment remains limited by high inference cost of long video…