Author

Xinyu Geng

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Preprint Aug 2026

VideoGAIA: A Benchmark for General AI Assistants on Agentic Video Understanding

This work introduces VideoGAIA, an agentic video understanding benchmark for general artificial intelligence (AI) assistants, and formulates video understanding as a multi-turn, tool-augmented interaction process, where models must iteratively perceive videos, invoke external tools, gather complementary information, an...

Fan Zhang, Guang-Ming Yao, Jin-Yang Wu et al. · 1 citation

Jul 2026

DeepSearch-World: Self-Distillation for Deep Search Agents in a Verifiable Environment

DeepSearch-Evolve is presented, a self-distillation framework for web agents built on DeepSearch-World, a deterministic and verifiable environment with reproducible search and page-reading tools that enables scalable self-evolution for long-horizon web agents.

Xinyu Geng, Xuanhua He, Si-Xiang Chen et al. · arXiv.org · 1 citation