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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Sheng Li

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Jul 2026

ThinkOmni: A Reasoning-Driven Omni-Modal LLM Framework for Audio Forgery Detection and Localization

This work proposes ThinkOmni, a reasoning-driven omni-modal large language model that jointly performs explicit forensic reasoning, spoofing detection, and temporal manipulation localization and proposes Forensic-Consistent Multi-task Loss (FCML), which combines weighted cross-entropy with an adaptive localization loss...

Yuxiong Xu, Kaiqing Lin, Bin Li et al. · 0 citations

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