Ren, Milong

6 publications

TMLR 2026 GGFlow: A Graph Flow Matching Method with Efficient Optimal Transport Xiaoyang Hou, Tian Zhu, Milong Ren, Dongbo Bu, Xin Gao, Chunming Zhang, Shiwei Sun

ICLR 2025 Multi-Objective Antibody Design with Constrained Preference Optimization Milong Ren, ZaiKai He, Haicang Zhang

ICML 2024 Antibody Design Using a Score-Based Diffusion Model Guided by Evolutionary, Physical and Geometric Constraints Tian Zhu, Milong Ren, Haicang Zhang

ICML 2024 CarbonNovo: Joint Design of Protein Structure and Sequence Using a Unified Energy-Based Model Milong Ren, Tian Zhu, Haicang Zhang

NeurIPSW 2024 Improving Molecular Graph Generation with Flow Matching and Optimal Transport Xiaoyang Hou, Tian Zhu, Milong Ren, Dongbo Bu, Xin Gao, Chunming Zhang, Shiwei Sun

NeurIPS 2023 Predicting Mutational Effects on Protein-Protein Binding via a Side-Chain Diffusion Probabilistic Model Shiwei Liu, Tian Zhu, Milong Ren, Chungong Yu, Dongbo Bu, Haicang Zhang