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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xuanhua He

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Preprint Aug 2026

From Dense Prediction to Visual Editing: Structured Supervision for Unified Image and Video Creation

Unified image and video creation requires a model to follow diverse instructions while preserving identity, geometry, and temporal structure from visual context. However, semantic-only conditioning and creation-only training do not explicitly supervise the local structure needed for precise, temporally consistent editi...

Zhe-Fan Rao, Bin-Yi Zou, Xuanhua He et al. · 0 citations
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. · 1 citation

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