% Key papers for Reasoning benchmarks and platforms (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2016_qart_105430, title = {{QART: A System for Real-Time Holistic Quality Assurance for Contact Center Dialogues}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2016}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/9887}, } @inproceedings{icml2024_position_44487, title = {{Position: LLMs Can’t Plan, But Can Help Planning in LLM-Modulo Frameworks}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33965}, } @inproceedings{cvpr2023_abstract_20332, title = {{Abstract Visual Reasoning: An Algebraic Approach for Solving Raven's Progressive Matrices}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21196}, } @inproceedings{aaai2018_learning_102462, title = {{Learning Combinatory Categorial Grammars for Plan Recognition}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11729}, } @inproceedings{neurips2025_absolute_79266, title = {{Absolute Zero: Reinforced Self-play Reasoning with Zero Data}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=neZSGqhxDa}, } @inproceedings{aaai2025_key_9641, title = {{Key-Point-Driven Data Synthesis with Its Enhancement on Mathematical Reasoning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34593}, } @inproceedings{cvpr2025_enhancing_26145, title = {{Enhancing Video-LLM Reasoning via Agent-of-Thoughts Distillation}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34226}, } @inproceedings{neurips2025_webthinker_75370, title = {{WebThinker: Empowering Large Reasoning Models with Deep Research Capability}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=7LKKHBAMzH}, } @inproceedings{aaai2025_acpbench_7952, title = {{ACPBench: Reasoning About Action, Change, and Planning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34857}, } @inproceedings{icml2024_an_45623, title = {{An LLM Compiler for Parallel Function Calling}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/32829}, } @inproceedings{aaai2024_interactive_6340, title = {{Interactive Plan Selection Using Linear Temporal Logic, Disjunctive Action Landmarks, and Natural Language Instruction}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30561}, } @inproceedings{aaai2025_hybrid_9471, title = {{Hybrid Reasoning About Relative Position and Orientation of Objects and Navigating Agents Using Answer Set Programming}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33644}, } @inproceedings{neurips2025_simulating_76081, title = {{Simulating Viva Voce Examinations to Evaluate Clinical Reasoning in Large Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=FEVfIPMy5b}, } @inproceedings{neurips2025_sql_78729, title = {{SQL-R1: Training Natural Language to SQL Reasoning Model By Reinforcement Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=hgJQcuDwm1}, } @inproceedings{neurips2025_agentic_78991, title = {{Agentic RL Scaling Law: Spontaneous Code Execution for Mathematical Problem Solving}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=kXieirlPjF}, } @inproceedings{aaai2025_counting_8552, title = {{Counting and Reasoning with Plans}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34871}, } @inproceedings{aaai2025_rmath_10451, title = {{RMath: A Logic Reasoning-Focused Datasets Toward Mathematical Multistep Reasoning Tasks}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34585}, } @inproceedings{icml2024_graph_44954, title = {{Graph-enhanced Large Language Models in Asynchronous Plan Reasoning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33498}, } @inproceedings{icml2025_overcoming_45970, title = {{Overcoming Multi-step Complexity in Multimodal Theory-of-Mind Reasoning: A Scalable Bayesian Planner}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/46576}, } @inproceedings{icml2025_mapeval_48196, title = {{MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44415}, } @inproceedings{icml2026_evaluating_49690, title = {{Evaluating Relational Reasoning in LLMs with REL}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=4oU82peL8f}, } @inproceedings{icml2026_stand_51533, title = {{STAND: Self-Aware Precondition Induction for Interactive Task Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=NJes6aeTem}, } @inproceedings{icml2026_buildarena_51817, title = {{BuildArena: A Physics-Aligned Interactive Benchmark of LLMs for Engineering Construction}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=QAQKmIp3SZ}, }