Paper
LLMs & Texto
From Sequence to Structure: Relational Uncertainty Propagation for LLM Agents
RUPA models agent execution as a dependency graph to propagate uncertainty across long trajectories, improving failure detection and confidence estimation for LLM agents.
Hugging Face · Daily Papers
·Zhengzhao Ma. Boxi Cao, Yaojie Lu
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·▲ 6 upvotes
Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.
Autores: Zhengzhao Ma. Boxi Cao, Yaojie Lu, Hongyu Lin, Xianpei Han, Le Sun
- 6 upvotes da comunidade
- Temas: uncertainty quantification, LLM agents, trajectory-level UQ, directed trajectory graph, relational dependency, uncertainty propagation
Resumo
Resumo original (em inglês), extraído do paper:
RUPA models agent execution as a dependency graph to propagate uncertainty across long trajectories, improving failure detection and confidence estimation for LLM agents.