Author

Qian Tan

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#machine learning May 2025

ChemMLLM: Chemical Multimodal Large Language Model

This work designs five types of multimodal tasks across text, molecular SMILES strings and images, and curates the datasets, demonstrating the feasibility of unifying multiple cross-modal chemical tasks within a single foundation model and enabling more intuitive, visual human-AI interaction.

Qian Tan, Di Zhang, Ben Gao et al. · arXiv.org · 16 citations

Jul 2026

Adaptive FastOPD: Progress-Aware Rollout Horizon Expansion for Efficient On-Policy Distillation

Adaptive FastOPD is proposed, a progress-aware strategy that expands the rollout horizon only when learning near the current boundary region has plateaued and the current horizon is sufficiently utilized, and remains robust across a range of hyperparameter settings.

Qian Tan, Huaifei Liang, Xuanyu Zhu et al. · arXiv.org · 2 citations

Jul 2026

MolGVR: A Chemistry-Grounded Framework for Text-to-Molecule Generation

The results suggest that coupling generation with executable verification and feedback-guided refinement is an effective way to improve text-to-molecule generation.

Qian Tan, Xuanyu Zhu, Lei Jiang et al. · arXiv.org · 0 citations