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Junming Huang

2 accepted papers

2026

CG-MLLM: Captioning and Generating 3D content via Multi-modal Large Language Models

ICML 2026poster

Large Language Models(LLMs) have revolutionized text generation and multimodal perception, but their capabilities in 3D content generation remain underexplored. Existing methods compromise by producing either low-resolution meshes or coarse structural proxies, failing to capture fine-grained geometr…

Cited by 0SourceScholar
2026

LeanForPhysics: Comprehensive Reasoning Framework for University-level Physics in Lean4

ICLR 2026poster

We present **Lean4PHYS**, a comprehensive reasoning framework for college-level physics problems in Lean4. **Lean4PHYS** includes *LeanPhysBench*, a college-level benchmark for Lean4 formal physics reasoning, which contains 200 hand-crafted and peer-reviewed statements formalized from university tex…

Cited by 0SourcecodeScholar