NeurIPS 2025 Workshop DiffCoALG Submissions

Offline Decision Transformers for Neural Combinatorial Optimization: Surpassing Heuristics on the Traveling Salesman Problem
Hironori Ohigashi, Shinichiro Hamada
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Unsupervised Learning of Local Updates for Maximum Independent Set in Dynamic Graphs
Devendra Parkar, Anya Chaturvedi, Joshua J. Daymude
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Oral
- Readers: Everyone
Neural Embedded Mixed-Integer Optimization for Location-Routing Problems
Waquar Kaleem, Doyoung Lee, Changhyun Kwon, Anirudh Subramanyam
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Learning with Local Search MCMC Layers
Germain Vivier-Ardisson, Mathieu Blondel, Axel Parmentier
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Oral
- Readers: Everyone
Local Fragments, Global Gains: Subgraph Counting using Graph Neural Networks
Shubhajit Roy, Shrutimoy Das, Binita Maity, Anant Kumar, Anirban Dasgupta
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Distribution-dependent Generalization Bounds for Tuning Linear Regression Across Tasks
Maria Florina Balcan, Saumya Goyal, Dravyansh Sharma
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Preference-Based Gradient Estimation for ML-Guided Approximate Combinatorial Optimization
Arman Mielke, Uwe Bauknecht, Thilo Strauss, Mathias Niepert
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
RRNCO: Towards Real-World Routing with Neural Combinatorial Optimization
Jiwoo Son, Zhikai Zhao, Federico Berto, Chuanbo Hua, Zhiguang Cao, Changhyun Kwon, Jinkyoo Park
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Learning to Optimize for Mixed-Integer Non-linear Programming with Feasibility Guarantees
Bo Tang, Elias Boutros Khalil, Jan Drgona
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
OptiHive: Ensemble Selection for Learning-Based Optimization via Statistical Modeling
Maxime Bouscary, Saurabh Amin
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Structure As Search: Unsupervised Permutation Learning for Combinatorial Optimization
Yimeng Min, Carla P Gomes
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
How Do Transformers Align Tokens?
Hadi Daneshmand
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone