Author

Jun-Xi Li

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Preprint Aug 2026

EgoErrorVQA: Assess Egocentric Comprehension Capabilities through Procedural Errors for Ego-Agentic AI

The EgoErrorVQA task is proposed for egocentric procedural comprehension with explicit procedural errors modeling, and Ego-ADR, an Adaptive Decoupled Reasoning framework that decouples complex procedural reasoning to enhance models'understanding of procedural errors is introduced.

Jun-Long Li, Jun-Xi Li, Jianjun Gao et al. · 0 citations

Jul 2026

EgoProceVQA: A Novel Egocentric Procedural Understanding Task with Self-Skill-Exploration Agent

The Egocentric Procedural Understanding VQA task is introduced, which systematically evaluates egocentric procedural reasoning abilities of current MLLMs and agents through six types of key-step-centric questions, and EgoProceAgent, a self-skill-exploration agentic framework, a generic tool library for procedural under...

Jun-Long Li, Jun-Xi Li, Yuxiang Yang et al. · arXiv.org · 2 citations