Confidence-Aware Tool Orchestration for Robust Video Understanding

Confidence-Aware Tool Orchestration for Robust Video Understanding

Robust-TO addresses the Blind Trust Problem in video reasoning by integrating per-frame trustworthiness into an agentic framework that improves accuracy under realistic perturbatio…

Hugging Face · Daily Papers ·Yangfan He, Yujin Choi · ·▲ 9 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Yangfan He, Yujin Choi, Jaehong Yoon

  • 9 upvotes da comunidade
  • Temas: video reasoning, Blind Trust Problem, agentic video understanding, evidence interface, reliability-relevance score, calibrated reliability score

Resumo

Resumo original (em inglês), extraído do paper:

Robust-TO addresses the Blind Trust Problem in video reasoning by integrating per-frame trustworthiness into an agentic framework that improves accuracy under realistic perturbations through calibrated evidence weighting and reliability-aware reasoning.

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