Promoting Generalization for Exact Solvers via Adversarial Instance Augmentation. - Haoyang Liu 002; Yufei Kuang; Jie Wang 005; Xijun Li; Yongdong Zhang 001; Feng Wu 001 (CoRR, 2023)

Deep Symbolic Optimization for Combinatorial Optimization: Accelerating Node Selection by Discovering Potential Heuristics. - Hongyu Liu; Haoyang Liu 002; Yufei Kuang; Jie Wang 005; Bin Li 025 (GECCO Companion, 2024)

Rethinking Branching on Exact Combinatorial Optimization Solver: The First Deep Symbolic Discovery Framework. - Yufei Kuang; Jie Wang 005; Haoyang Liu 002; Fangzhou Zhu; Xijun Li; Jia Zeng; Jianye Hao; Bin Li 025; Feng Wu 001 (ICLR, 2024)

Accelerating PDE Data Generation via Differential Operator Action in Solution Space. - Huanshuo Dong; Hong Wang 028; Haoyang Liu 002; Jian Luo 012; Jie Wang 005 (ICML, 2024)

MILP-StuDio: MILP Instance Generation via Block Structure Decomposition. - Haoyang Liu 002; Jie Wang 005; Wanbo Zhang; Zijie Geng; Yufei Kuang; Xijun Li; Bin Li 025; Yongdong Zhang 001; Feng Wu 005 (NeurIPS, 2024)

Machine Learning Insides OptVerse AI Solver: Design Principles and Applications. - Xijun Li; Fangzhou Zhu; Hui-Ling Zhen; Weilin Luo; Meng Lu; Yimin Huang; Zhenan Fan; Zirui Zhou; Yufei Kuang; Zhihai Wang; Zijie Geng; Yang Li 197; et al. (CoRR, 2024)

MILP-StuDio: MILP Instance Generation via Block Structure Decomposition. - Haoyang Liu 002; Jie Wang 005; Wanbo Zhang; Zijie Geng; Yufei Kuang; Xijun Li; Bin Li 025; Yongdong Zhang 001; Feng Wu 001 (CoRR, 2024)

Apollo-MILP: An Alternating Prediction-Correction Neural Solving Framework for Mixed-Integer Linear Programming. - Haoyang Liu 002; Jie Wang 005; Zijie Geng; Xijun Li; Yuxuan Zong; Fangzhou Zhu; Jianye Hao; Feng Wu 001 (ICLR, 2025)

Distinguished Quantized Guidance for Diffusion-based Sequence Recommendation. - Wenyu Mao; Shuchang Liu 006; Haoyang Liu 002; Haozhe Liu; Xiang Li; Lantao Hu (WWW, 2025)

Distinguished Quantized Guidance for Diffusion-based Sequence Recommendation. - Wenyu Mao; Shuchang Liu 006; Haoyang Liu 002; Haozhe Liu; Xiang Li; Lanatao Hu (CoRR, 2025)