NeurIPS 2025 Workshop DiffCoALG Submissions

Probabilistic Loss Functions for Self-Supervised SAT Solvers
Nikolaos Efthymiou, Nikolaos Karalias
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Adversarially-Guided TD: Learning Robust Value Functions with Counter-Example Replay
Kalyan Cherukuri
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
On the benefits of label preserving augmentations for self-supervised SAT solvers
Nikita Kostin, Nikolaos Karalias, Stefanie Jegelka
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Towards distillation guarantees under algorithmic alignment
Thien Le
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Combinatorial Representations for Temporal Reasoning
Alicja Ziarko, Michał Bortkiewicz, Michał Zawalski, Benjamin Eysenbach, Piotr Miłoś
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Preference-Driven Multi-Objective Combinatorial Optimization with Conditional Computation
Mingfeng Fan, Jianan Zhou, Yifeng Zhang, Yaoxin Wu, Jinbiao Chen, Guillaume Adrien Sartoretti
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
LPMARL: Linear Programming-based Task Assignment for Hierarchical Multi-agent Reinforcement Learning
Kyuree Ahn, Jinkyoo Park
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Advancing Differentiable Mechanism Design: Neural Architectures for Combinatorial Auctions
Mai Pham, Vikrant Vaze, Peter Chin
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Test-Time Search in Neural Graph Coarsening for the Capacitated Vehicle Routing Problem
Yoonju Sim, Changhyun Kwon, Hyeonah Kim
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Fuzzy Logic Composition of Diffusion Models
Peter Blohm, Vikas K Garg
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Scaling Laws for Neural Combinatorial Optimization with LLaMA Models
Gokul Srinath Seetha Ram
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Fundamental Limits of Local Graph-neural-networks on High-Girth Graphs
Kalyan Cherukuri
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Optimizing the Dynamic Drone-Assisted Pickup and Delivery Problem with Deep Reinforcement Learning
Timothy Mulumba
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
ML-Guided Primal Heuristics for Mixed Binary Quadratic Programs
Weimin Huang, Natalie M. Isenberg, Jan Drgona, Draguna L Vrabie, Bistra Dilkina
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Reinforcement Learning Assisted Dynamic Large Scale Graph Learning
Ujun Jeong, Pankaj Rajak, VENU MADHAV TAMMALI, Acsw, Virinchi Roy Surabhi, Olcay Boz
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Forge: Foundational Optimization Representations from Graph Embeddings
Zohair Shafi, Serdar Kadioglu
- Published: 04 Oct 2025, Last Modified: 28 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Accelerating Vehicle Routing via AI-Initialized Genetic Algorithms
Ido Greenberg, Piotr Sielski, Hugo Linsenmaier, Rajesh Gandham, Shie Mannor, Alex Fender, Gal Chechik, Eli Meirom
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
G1: Teaching LLMs to Reason on Graphs with Reinforcement Learning
Xiaojun Guo, Ang Li, Yifei Wang, Stefanie Jegelka, Yisen Wang
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
ACCORD: Autoregressive Constraint-satisfying Generation for COmbinatorial Optimization with Routing and Dynamic attention
Henrik Abgaryan, Ararat Harutyunyan, Tristan Cazenave
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Generalizable Heuristic Generation Through Large Language Models with Meta-Optimization
Yiding Shi, Jianan Zhou, Wen Song, Jieyi Bi, Yaoxin Wu, Jie Zhang
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Filter Equivariant Functions: A symmetric account of length-general extrapolation on lists
Owen Lewis, Neil Ghani, Andrew Joseph Dudzik, Christos Perivolaropoulos, Razvan Pascanu, Petar Veličković
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Oral
- Readers: Everyone
Learning to Handle Constraints in Routing Problems via a Construct-and-Refine Framework
Jieyi Bi, Zhiguang Cao, Jianan Zhou, Wen Song, Yaoxin Wu, Jie Zhang, Yining Ma, Cathy Wu
- Published: 04 Oct 2025, Last Modified: 29 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Learning from Algorithm Feedback: One-Shot SAT Solver Guidance with GNNs
Jan Tönshoff, Martin Grohe
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
Solving Traveling Salesman Problems Using Parallel Environments in Reinforcement Learning
Shaohua Hu, Ming Zhu, Tenghai Qiu, Zhiqiang Pu, Xiaolin Ai
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Poster
- Readers: Everyone
ARC: Leveraging Compositional Representations for Cross-Problem Learning on VRPs
Han-Seul Jeong, Youngjoon Park, Hyungseok Song, Woohyung Lim
- Published: 04 Oct 2025, Last Modified: 10 Oct 2025
- DiffCoAlg 2025 Oral
- Readers: Everyone