Machine Learning · Computer Science
Can $Q$-Learning with Graph Networks Learn a Generalizable Branching Heuristic for a SAT Solver?
Vitaly Kurin, Saad Godil, Shimon Whiteson, Bryan Catanzaro
2020-11-26
Artificial Intelligence · Computer Science
Machine Learning for SAT: Restricted Heuristics and New Graph Representations
Mikhail Shirokikh, Ilya Shenbin, Anton Alekseev, Sergey Nikolenko
2023-07-19
Machine Learning · Computer Science
Learning Branching Heuristics for Propositional Model Counting
Pashootan Vaezipoor, Gil Lederman, Yuhuai Wu, Chris J. Maddison +3
2022-09-12
Machine Learning · Computer Science
Neural Approaches to SAT Solving: Design Choices and Interpretability
David Mojžíšek, Jan Hůla, Ziwei Li, Ziyu Zhou +1
2025-04-03
Artificial Intelligence · Computer Science
Learning a SAT Solver from Single-Bit Supervision
Daniel Selsam, Matthew Lamm, Benedikt Bünz, Percy Liang +2
2019-03-13
Machine Learning · Computer Science
Goal-Aware Neural SAT Solver
Emils Ozolins, Karlis Freivalds, Andis Draguns, Eliza Gaile +2
2022-10-11
Artificial Intelligence · Computer Science
Boosting Graph Search with Attention Network for Solving the General Orienteering Problem
Zongtao Liu, Jing Xu, Jintao Su, Tao Xiao +1
2021-09-13
Artificial Intelligence · Computer Science
Heuristic Search Planning with Deep Neural Networks using Imitation, Attention and Curriculum Learning
Leah Chrestien, Tomas Pevny, Antonin Komenda, Stefan Edelkamp
2021-12-06
Machine Learning · Computer Science
GraSS: Combining Graph Neural Networks with Expert Knowledge for SAT Solver Selection
Zhanguang Zhang, Didier Chetelat, Joseph Cotnareanu, Amur Ghose +6
2024-05-21
Artificial Intelligence · Computer Science
Heuristics in Conflict Resolution
Christian Drescher, Martin Gebser, Benjamin Kaufmann, Torsten Schaub
2015-03-17
Artificial Intelligence · Computer Science
Graph Neural Networks for Maximum Constraint Satisfaction
Jan Toenshoff, Martin Ritzert, Hinrikus Wolf, Martin Grohe
2020-02-12
Artificial Intelligence · Computer Science
Learning a Generic Value-Selection Heuristic Inside a Constraint Programming Solver
Tom Marty, Tristan François, Pierre Tessier, Louis Gauthier +2
2024-04-17
Machine Learning · Computer Science
HyperSAT: Unsupervised Hypergraph Neural Networks for Weighted MaxSAT Problems
Qiyue Chen, Shaolin Tan, Suixiang Gao, Jinhu Lü
2025-04-17