Author

Xiao-Wei Hu

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#artificial intelligence Preprint Oct 2026

MedZERO: Self-Evolving Agents for Open-Ended Medical Reasoning Through Controlled Knowledge Accumulation

This work presents MedZERO, a self-evolving framework for open-ended medical reasoning that couples an Examiner that generates frontier medical question-option pairs with a Reasoner that solves them through evidence-grounded multi-turn reasoning with external knowledge tools.

Xi-Lin Dang, Wei-Lin Ruan, Xue-Xia Yang et al. · 1 citation

Preprint Aug 2026

FuncRoom-Agent: Sequential Feed-Forward 3D Functional Indoor Scene Generation

Function-Room Generation is introduced, a new indoor 3D scene generation setting that creates rooms supporting explicit functional goals rather than merely visually plausible layouts, and ScenePRM, an execution-grounded process reward framework that improves the expert through reinforcement learning with functional, ge...

Hao Feng, Zhi Zuo, Ming-Jian Liang et al. · 1 citation