% Key papers for Retrieval-augmented formal theorem proving (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{icml2019_holist_37418, title = {{HOList: An Environment for Machine Learning of Higher Order Logic Theorem Proving}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2019}, url = {https://icml.cc/virtual/2019/poster/3906}, } @inproceedings{iclr2019_gamepad_29138, title = {{GamePad: A Learning Environment for Theorem Proving}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2019}, url = {https://iclr.cc/virtual/2019/poster/781}, } @inproceedings{neurips2023_leandojo_69003, title = {{LeanDojo: Theorem Proving with Retrieval-Augmented Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/73510}, } @inproceedings{iclr2023_draft_32607, title = {{Draft, Sketch, and Prove: Guiding Formal Theorem Provers with Informal Proofs}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11536}, } @inproceedings{iclr2022_minif2f_30947, title = {{miniF2F: a cross-system benchmark for formal Olympiad-level mathematics}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6258}, } @inproceedings{iclr2023_formal_31888, title = {{Formal Mathematics Statement Curriculum Learning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11923}, } @inproceedings{icml2019_learning_37506, title = {{Learning to Prove Theorems via Interacting with Proof Assistants}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2019}, url = {https://icml.cc/virtual/2019/poster/3658}, } @inproceedings{neurips2022_thor_65607, title = {{Thor: Wielding Hammers to Integrate Language Models and Automated Theorem Provers}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/53223}, } @inproceedings{neurips2020_learning_60234, title = {{Learning to Prove Theorems by Learning to Generate Theorems}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17141}, } @inproceedings{iclr2024_llemma_33616, title = {{Llemma: An Open Language Model for Mathematics}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19459}, } @inproceedings{neurips2021_naturalproofs_61908, title = {{NaturalProofs: Mathematical Theorem Proving in Natural Language}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://openreview.net/forum?id=Jvxa8adr3iY}, } @inproceedings{cvpr2024_e_23299, title = {{E-GPS: Explainable Geometry Problem Solving via Top-Down Solver and Bottom-Up Generator}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30532}, } @inproceedings{iclr2024_lego_33576, title = {{LEGO-Prover: Neural Theorem Proving with Growing Libraries}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/19499}, } @inproceedings{iclr2024_magnushammer_35259, title = {{Magnushammer: A Transformer-Based Approach to Premise Selection}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17814}, } @inproceedings{iclr2021_isarstep_30289, title = {{IsarStep: a Benchmark for High-level Mathematical Reasoning}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2021}, url = {https://iclr.cc/virtual/2021/poster/3049}, } @inproceedings{neurips2023_satlm_68261, title = {{SatLM: Satisfiability-Aided Language Models Using Declarative Prompting}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/71537}, } @inproceedings{neurips2022_naturalprover_66147, title = {{NaturalProver: Grounded Mathematical Proof Generation with Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/53914}, } @inproceedings{iclr2022_proof_31738, title = {{Proof Artifact Co-Training for Theorem Proving with Language Models}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2022}, url = {https://iclr.cc/virtual/2022/poster/6391}, } @inproceedings{neurips2024_putnambench_71085, title = {{PutnamBench: Evaluating Neural Theorem-Provers on the Putnam Mathematical Competition}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97811}, } @inproceedings{aaai2024_defeasible_5657, title = {{Defeasible Normative Reasoning: A Proof-Theoretic Integration of Logical Argumentation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28913}, } @inproceedings{neurips2024_lean_72479, title = {{Lean Workbook: A large-scale Lean problem set formalized from natural language math problems}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97664}, } @inproceedings{neurips2024_proving_74550, title = {{Proving Theorems Recursively}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93034}, } @inproceedings{neurips2025_verithoughts_75029, title = {{VeriThoughts: Enabling Automated Verilog Code Generation using Reasoning and Formal Verification}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=3Z8fWHKqlu}, } @inproceedings{iclr2025_lean_82180, title = {{Lean-STaR: Learning to Interleave Thinking and Proving}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2025}, url = {https://iclr.cc/virtual/2025/poster/29611}, } @inproceedings{aaai2024_interactive_6341, title = {{Interactive Theorem Provers: Applications in AI, Opportunities, and Challenges}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/30276}, } @inproceedings{neurips2024_proving_70773, title = {{Proving Olympiad Algebraic Inequalities without Human Demonstrations}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97830}, } @inproceedings{neurips2025_3d_79544, title = {{3D-Prover: Diversity Driven Theorem Proving With Determinantal Point Processes}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=qTUZJUXt0J}, } @inproceedings{iclr2024_refactor_34896, title = {{REFACTOR: Learning to Extract Theorems from Proofs}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/18178}, } @inproceedings{icml2024_autoformalizing_44838, title = {{Autoformalizing Euclidean Geometry}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33614}, } @inproceedings{icml2025_proofaug_46726, title = {{ProofAug: Efficient Neural Theorem Proving via Fine-grained Proof Structure Analysis}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/45846}, } @inproceedings{icml2025_stp_49153, title = {{STP: Self-play LLM Theorem Provers with Iterative Conjecturing and Proving}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/43472}, } @inproceedings{icml2026_mathliblemma_49438, title = {{MathlibLemma: Folklore Lemma Generation and Benchmark for Formal Mathematics}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=2WfRsrQxpC}, } @inproceedings{icml2026_exverus_50754, title = {{ExVerus: Verus Proof Repair via Counterexample Reasoning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=FNDkXA0OUJ}, } @inproceedings{icml2026_from_51420, title = {{From LLM-Generated Conjectures to Lean Formalizations: Automated Polynomial Inequality Proving via Sum-of-Squares Certificates}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=Lz8rHDmmKt}, }