Ma, Jiale

6 publications

ICML 2025 COExpander: Adaptive Solution Expansion for Combinatorial Optimization Jiale Ma, Wenzheng Pan, Yang Li, Junchi Yan

ICML 2025 Generative Modeling Reinvents Supervised Learning: Label Repurposing with Predictive Consistency Learning Yang Li, Jiale Ma, Yebin Yang, Qitian Wu, Hongyuan Zha, Junchi Yan

NeurIPS 2025 ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs Jiale Ma, Wenzheng Pan, Yang Li, Junchi Yan

ICLR 2025 UniCO: On Unified Combinatorial Optimization via Problem Reduction to Matrix-Encoded General TSP Wenzheng Pan, Hao Xiong, Jiale Ma, Wentao Zhao, Yang Li, Junchi Yan

ICLR 2025 Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search Yang Li, Jiale Ma, Wenzheng Pan, Runzhong Wang, Haoyu Geng, Nianzu Yang, Junchi Yan

MLOSS 2024 Pygmtools: A Python Graph Matching Toolkit Runzhong Wang, Ziao Guo, Wenzheng Pan, Jiale Ma, Yikai Zhang, Nan Yang, Qi Liu, Longxuan Wei, Hanxue Zhang, Chang Liu, Zetian Jiang, Xiaokang Yang, Junchi Yan