Jiale Ma

Native Adaptive Solution Expansion for Diffusion-based Combinatorial Optimization

M$^2$GenCO: Multi-task Meta Learning for Generative Combinatorial Optimization

CORectifier: Hierarchical Trajectory Rectifications Boost Reinforcement Learning for Combinatorial Optimization

Unify ML4TSP: Drawing Methodological Principles for TSP and Beyond from Streamlined Design Space of Learning and Search

UniCO: On Unified Combinatorial Optimization via Problem Reduction to Matrix-Encoded General TSP

COExpander: Adaptive Solution Expansion for Combinatorial Optimization

Generative Modeling Reinvents Supervised Learning: Label Repurposing with Predictive Consistency Learning

Your Consistency Model is Secretly a More Powerful Supervised Learning Paradigm for Learning Tasks with Complex Labels