ArXiv TLDR

Shijian Lu

3 papers · Latest:

Computer Vision

Power Reinforcement Post-Training of Text-to-Image Models with Super-Linear Advantage Shaping

SLAS improves text-to-image models by using a novel super-linear advantage shaping to mitigate reward hacking and enhance training efficiency and robustness.

2605.10937
Computer Vision

Visual Generation in the New Era: An Evolution from Atomic Mapping to Agentic World Modeling

This paper proposes a new five-level taxonomy for visual generation, shifting from appearance synthesis to intelligent, agentic world modeling.

2604.28185
Machine Learning

The Last Human-Written Paper: Agent-Native Research Artifacts

Ara is a new protocol for machine-executable research packages, enhancing AI's ability to understand, reproduce, and extend scientific work by preserving full research context.

2604.24658

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