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Prépublication · 2026 arXiv EN

EgoOmniWorld: Unifying Egocentric Understanding via Ego-Action-World Interactions

Egocentric video understanding spans diverse capabilities, modalities, and evaluation formats, yet these are often studied in isolation despite their tight coupling in real-world interaction. We propose the Ego-Action-World interaction loop as a unifying princ...

Songruo Chen, Yuqian Fu et al. #cs.CV
Prépublication · 2026 arXiv EN

Aligning Faithfulness for Theory-Scale Autoformalization

Autoformalization (AF) requires more than compilation: formal statements must preserve the meaning of their informal sources, a property known as faithfulness. An emerging frontier is the automated evaluation of this property, yet most existing methods operate...

Yuming Feng, Tadd Mao et al. #cs.CL
Prépublication · 2026 arXiv EN

Judges Follow the Reference: The Derivation Gap in Verifying Tool-Call Arguments

Tool-call judges evaluate argument values proposed by LLM agents. We find that they accept a correct value less often when their input holds no reference for it, that is, no text that says what the value should be. This happens when the value is a default valu...

Linhai Ma, Yan Wang et al. #cs.AI
Prépublication · 2026 arXiv EN

ReTerm: Recovery Training for Self-Improving Terminal Agents

Terminal agents have shown strong abilities in complex coding tasks. However, they often struggle to recover from errors during long-running execution (e.g., command errors, faulty implementations), eventually leading to task failures. To this end, we present...

Wei Xie, Kaituo Feng et al. #cs.AI