NeurIPS 2025 "combinatorial optimization" Papers

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Fractional Langevin Dynamics for Combinatorial Optimization via Polynomial-Time Escape

Shiyue Wang, Ziao Guo, Changhong Lu et al.

NeurIPS 2025poster

Geometric Algorithms for Neural Combinatorial Optimization with Constraints

Nikolaos Karalias, Akbar Rafiey, Yifei Xu et al.

NeurIPS 2025posterarXiv:2510.24039

ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs

Jiale Ma, Wenzheng Pan, Yang Li et al.

NeurIPS 2025poster

On the Universal Near Optimality of Hedge in Combinatorial Settings

Zhiyuan Fan, Arnab Maiti, Lillian Ratliff et al.

NeurIPS 2025spotlightarXiv:2510.17099