% Key papers for Learning-guided MAPF search (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2021_lifelong_935, title = {{Lifelong Multi-Agent Path Finding in Large-Scale Warehouses}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/11272-lifelong-multi-agent-path-finding-in-large-scale-warehouses/}, } @inproceedings{aaai2019_searching_103234, title = {{Searching with Consistent Prioritization for Multi-Agent Path Finding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4758}, } @inproceedings{aaai2016_multi_105356, title = {{Multi-Agent Path Finding with Payload Transfers and the Package-Exchange Robot-Routing Problem}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2016}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10409}, } @inproceedings{aaai2022_mapf_2384, title = {{MAPF-LNS2: Fast Repairing for Multi-Agent Path Finding via Large Neighborhood Search}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/10256-mapf-lns2-fast-repairing-for-multi-agent-path-finding-via-large-neighborhood-search/}, } @inproceedings{aaai2017_multi_106048, title = {{Multi-Agent Path Finding with Delay Probabilities}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11035}, } @inproceedings{aaai2019_lifelong_103235, title = {{Lifelong Path Planning with Kinematic Constraints for Multi-Agent Pickup and Delivery}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4759}, } @inproceedings{aaai2023_lacam_3967, title = {{LaCAM: Search-Based Algorithm for Quick Multi-Agent Pathfinding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26377}, } @inproceedings{aaai2019_symmetry_102679, title = {{Symmetry-Breaking Constraints for Grid-Based Multi-Agent Path Finding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4565}, } @inproceedings{aaai2019_online_103245, title = {{Online Multi-Agent Pathfinding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4769}, } @inproceedings{aaai2016_multiagent_105436, title = {{Multiagent-Based Route Guidance for Increasing the Chance of Arrival on Time}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2016}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/9893}, } @inproceedings{aaai2016_implicit_105160, title = {{Implicit Coordination in Crowded Multi-Agent Navigation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2016}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10131}, } @inproceedings{aaai2022_anytime_1748, title = {{Anytime Multi-Agent Path Finding via Machine Learning-Guided Large Neighborhood Search}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/09368-anytime-multi-agent-path-finding-via-machine-learning-guided-large-neighborhood-search/}, } @inproceedings{aaai2023_intersection_3926, title = {{Intersection Coordination with Priority-Based Search for Autonomous Vehicles}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26368}, } @inproceedings{aaai2024_learn_6435, title = {{Learn to Follow: Decentralized Lifelong Multi-Agent Pathfinding via Planning and Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29704}, } @inproceedings{aaai2021_scalable_1337, title = {{Scalable and Safe Multi-Agent Motion Planning with Nonlinear Dynamics and Bounded Disturbances}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/11237-scalable-and-safe-multi-agent-motion-planning-with-nonlinear-dynamics-and-bounded-disturbances/}, } @inproceedings{aaai2020_idle_103265, title = {{Idle Time Optimization for Target Assignment and Path Finding in Sortation Centers}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6547}, } @inproceedings{aaai2018_traffic_100994, title = {{Traffic Optimization for a Mixture of Self-Interested and Compliant Agents}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11444}, } @inproceedings{aaai2020_multi_102715, title = {{Multi-Objective Multi-Agent Planning for Jointly Discovering and Tracking Mobile Objects}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/6213}, } @inproceedings{aaai2016_robust_105158, title = {{Robust Execution of BDI Agent Programs by Exploiting Synergies Between Intentions}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2016}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10129}, } @inproceedings{aaai2024_traffic_7634, title = {{Traffic Flow Optimisation for Lifelong Multi-Agent Path Finding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30054}, } @inproceedings{aaai2024_decentralized_5612, title = {{Decentralized Monte Carlo Tree Search for Partially Observable Multi-Agent Pathfinding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29703}, } @inproceedings{aaai2025_mapf_9832, title = {{MAPF-GPT: Imitation Learning for Multi-Agent Pathfinding at Scale}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34477}, } @inproceedings{aaai2025_online_10194, title = {{Online Guidance Graph Optimization for Lifelong Multi-Agent Path Finding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33614}, } @inproceedings{aaai2024_adaptive_5126, title = {{Adaptive Anytime Multi-Agent Path Finding Using Bandit-Based Large Neighborhood Search}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29701}, } @inproceedings{aaai2025_lns2_9684, title = {{LNS2+RL: Combining Multi-agent Reinforcement Learning with Large Neighborhood Search in Multi-agent Path Finding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34501}, } @inproceedings{aaai2024_bidirectional_5297, title = {{Bidirectional Temporal Plan Graph: Enabling Switchable Passing Orders for More Efficient Multi-Agent Path Finding Plan Execution}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29706}, } @inproceedings{aaai2025_loosely_9822, title = {{Loosely Synchronized Rule-Based Planning for Multi-Agent Path Finding with Asynchronous Actions}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33618}, } @inproceedings{aaai2024_improved_6282, title = {{Improved Anonymous Multi-Agent Path Finding Algorithm}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29676}, } @inproceedings{aaai2025_concurrent_8493, title = {{Concurrent Planning and Execution in Lifelong Multi-Agent Path Finding with Delay Probabilities}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34506}, } @inproceedings{aaai2025_multi_10003, title = {{Multi-Agent Motion Planning for Differential Drive Robots Through Stationary State Search}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34503}, } @inproceedings{aaai2025_windowed_11306, title = {{Windowed MAPF with Completeness Guarantees}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34499}, } @inproceedings{aaai2025_anytime_8129, title = {{Anytime Multi-Agent Path Finding with an Adaptive Delay-Based Heuristic}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34495}, } @inproceedings{aaai2025_speedup_10819, title = {{Speedup Techniques for Switchable Temporal Plan Graph Optimization}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34487}, } @inproceedings{aaai2025_exact_9043, title = {{Exact Algorithms for Multiagent Path Finding with Communication Constraints on Tree-Like Structures}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34483}, } @inproceedings{aaai2025_learning_9755, title = {{Learning Verified Safe Neural Network Controllers for Multi-Agent Path Finding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34504}, } @inproceedings{aaai2026_symbolic_107831, title = {{Symbolic Planning and Multi-Agent Path Finding in Extremely Dense Environments with Unassigned Agents}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/40183}, } @inproceedings{aaai2026_truncated_107855, title = {{Truncated Counterfactual Learning for Anytime Multi-Agent Path Finding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/40207}, } @inproceedings{aaai2026_spatially_107856, title = {{Spatially Grouped Curriculum Learning for Multi-Agent Path Finding}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/40208}, }