% Key papers for Learning branch-and-cut for MILP (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2020_mipaal_100641, title = {{MIPaaL: Mixed Integer Program as a Layer}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/5509}, } @inproceedings{aaai2021_parameterizing_1152, title = {{Parameterizing Branch-and-Bound Search Trees to Learn Branching Policies}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/03931-parameterizing-branch-and-bound-search-trees-to-learn-branching-policies/}, } @inproceedings{aaai2016_the_104819, title = {{The Complexity Landscape of Decompositional Parameters for ILP}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2016}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10078}, } @inproceedings{aaai2019_automatic_100614, title = {{Automatic Construction of Parallel Portfolios via Explicit Instance Grouping}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/3970}, } @inproceedings{aaai2017_going_101068, title = {{Going Beyond Primal Treewidth for (M)ILP}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10644}, } @inproceedings{aaai2022_learning_2354, title = {{Learning to Search in Local Branching}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/03796-learning-to-search-in-local-branching/}, } @inproceedings{neurips2019_compiler_58014, title = {{Compiler Auto-Vectorization with Imitation Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/14376}, } @inproceedings{icml2022_learning_40772, title = {{Learning to Cut by Looking Ahead: Cutting Plane Selection via Imitation Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2022}, url = {https://icml.cc/virtual/2022/poster/16909}, } @inproceedings{aaai2022_finding_2110, title = {{Finding Backdoors to Integer Programs: A Monte Carlo Tree Search Framework}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/03786-finding-backdoors-to-integer-programs-a-monte-carlo-tree-search-framework/}, } @inproceedings{iclr2023_learning_32777, title = {{Learning Cut Selection for Mixed-Integer Linear Programming via Hierarchical Sequence Model}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11565}, } @inproceedings{aaai2021_individual_779, title = {{Individual Fairness in Kidney Exchange Programs}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/11496-individual-fairness-in-kidney-exchange-programs/}, } @inproceedings{iclr2023_a_33195, title = {{A GNN-Guided Predict-and-Search Framework for Mixed-Integer Linear Programming}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11194}, } @inproceedings{aaai2021_a_57, title = {{A Unified Framework for Planning with Learned Neural Network Transition Models}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/05016-a-unified-framework-for-planning-with-learned-neural-network-transition-models/}, } @inproceedings{icml2023_searching_42022, title = {{Searching Large Neighborhoods for Integer Linear Programs with Contrastive Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/25255}, } @inproceedings{aaai2021_learning_899, title = {{Learning To Scale Mixed-Integer Programs}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/03661-learning-to-scale-mixed-integer-programs/}, } @inproceedings{aaai2021_parameterized_1148, title = {{Parameterized Algorithms for MILPs with Small Treedepth}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/12249-parameterized-algorithms-for-milps-with-small-treedepth/}, } @inproceedings{aaai2024_learning_6512, title = {{Learning to Stop Cut Generation for Efficient Mixed-Integer Linear Programming}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30064}, } @inproceedings{neurips2023_a_67180, title = {{A Deep Instance Generative Framework for MILP Solvers Under Limited Data Availability}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/72530}, } @inproceedings{aaai2023_equity_3585, title = {{Equity Promotion in Public Transportation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26403}, } @inproceedings{aaai2024_parallel_6919, title = {{Parallel Beam Search Algorithms for Domain-Independent Dynamic Programming}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30062}, } @inproceedings{iclr2025_towards_80911, title = {{Towards Foundation Models for Mixed Integer Linear Programming}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/30856}, } @inproceedings{neurips2024_neur2bilo_73193, title = {{Neur2BiLO: Neural Bilevel Optimization}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94240}, } @inproceedings{icml2026_rl_55278, title = {{RL-SPH: Learning to Achieve Feasible Solutions for Integer Linear Programs}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=xEpcZDAxdW}, } @inproceedings{neurips2024_milp_72507, title = {{MILP-StuDio: MILP Instance Generation via Block Structure Decomposition}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94857}, } @inproceedings{neurips2025_differentiation_75945, title = {{Differentiation Through Black-Box Quadratic Programming Solvers}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=DvwKWKG1Ul}, } @inproceedings{aaai2025_ffcg_9106, title = {{FFCG: Effective and Fast Family Column Generation for Solving Large-Scale Linear Program}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33222}, } @inproceedings{aaai2025_fast_9150, title = {{Fast and Interpretable Mixed-Integer Linear Program Solving by Learning Model Reduction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34916}, } @inproceedings{icml2024_learning_44803, title = {{Learning Solution-Aware Transformers for Efficiently Solving Quadratic Assignment Problem}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33649}, } @inproceedings{icml2024_learning_45175, title = {{Learning to Remove Cuts in Integer Linear Programming}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33277}, } @inproceedings{icml2026_theoretical_53586, title = {{Theoretical Challenges in Learning for Branch-and-Cut}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=gqKLmdooqZ}, } @inproceedings{neurips2024_learning_70777, title = {{Learning Cut Generating Functions for Integer Programming}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96352}, } @inproceedings{neurips2024_symilo_72195, title = {{SymILO: A Symmetry-Aware Learning Framework for Integer Linear Optimization}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95146}, } @inproceedings{neurips2025_learning_79168, title = {{Learning Simple Interpolants for Linear Integer Arithmetic}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=mQlX8ZF6vW}, } @inproceedings{neurips2025_bipnn_79171, title = {{BIPNN: Learning to Solve Binary Integer Programming via Hypergraph Neural Networks}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=mUcUY0f4u9}, } @inproceedings{neurips2025_generalization_79997, title = {{Generalization Guarantees for Learning Score-Based Branch-and-Cut Policies in Integer Programming}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=v5ru9MGjsW}, } @inproceedings{iclr2025_apollo_83340, title = {{Apollo-MILP: An Alternating Prediction-Correction Neural Solving Framework for Mixed-Integer Linear Programming}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/28474}, } @inproceedings{aaai2026_using_106094, title = {{Using Constraint Solvers to Construct Binary Codes with Good Error Correction Performance}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/38442}, } @inproceedings{aaai2026_generative_106102, title = {{Generative Branching for Mixed-Integer Linear Programming}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/38450}, }