% Key papers for Neural program synthesis and transpilation (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2017_deepfix_105700, title = {{DeepFix: Fixing Common C Language Errors by Deep Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10742}, } @inproceedings{neurips2020_unsupervised_61061, title = {{Unsupervised Translation of Programming Languages}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17832}, } @inproceedings{aaai2019_automatic_101705, title = {{Automatic Code Review by Learning the Revision of Source Code}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4420}, } @inproceedings{neurips2021_computer_63592, title = {{Computer-Aided Design as Language}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/26768}, } @inproceedings{aaai2022_multilingual_2447, title = {{Multilingual Code Snippets Training for Program Translation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/11783-multilingual-code-snippets-training-for-program-translation/}, } @inproceedings{aaai2017_automated_101092, title = {{Automated Data Extraction Using Predictive Program Synthesis}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2017}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/10668}, } @inproceedings{neurips2019_neural_58661, title = {{Neural Attribution for Semantic Bug-Localization in Student Programs}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/14161}, } @inproceedings{iclr2023_docprompting_32767, title = {{DocPrompting: Generating Code by Retrieving the Docs}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2023}, url = {https://iclr.cc/virtual/2023/poster/11358}, } @inproceedings{iclr2017_learning_28354, title = {{Learning to superoptimize programs}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2017}, url = {https://openreview.net/forum?id=r1rz6U5lg}, } @inproceedings{aaai2018_disjunctive_101107, title = {{Disjunctive Program Synthesis: A Robust Approach to Programming by Example}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11530}, } @inproceedings{neurips2024_iac_70673, title = {{IaC-Eval: A Code Generation Benchmark for Cloud Infrastructure-as-Code Programs}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97835}, } @inproceedings{aaai2020_grammar_100654, title = {{Grammar Filtering for Syntax-Guided Synthesis}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/5522}, } @inproceedings{aaai2023_probabilistic_4417, title = {{Probabilistic Programs as an Action Description Language}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26790}, } @inproceedings{neurips2024_detikzify_72937, title = {{DeTikZify: Synthesizing Graphics Programs for Scientific Figures and Sketches with TikZ}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94474}, } @inproceedings{neurips2024_discovery_74392, title = {{Discovery of the Hidden World with Large Language Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93175}, } @inproceedings{aaai2022_from_2128, title = {{From Actions to Programs as Abstract Actual Causes}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2022}, url = {https://aaai.org/papers/05470-from-actions-to-programs-as-abstract-actual-causes/}, } @inproceedings{icml2023_outline_42552, title = {{Outline, Then Details: Syntactically Guided Coarse-To-Fine Code Generation}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2023}, url = {https://icml.cc/virtual/2023/poster/25091}, } @inproceedings{aaai2023_modeling_4179, title = {{Modeling Strategies as Programs: How to Study Strategy Differences in Intelligent Systems with Program Synthesis}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/26915}, } @inproceedings{cvpr2025_disciple_25926, title = {{DiSciPLE: Learning Interpretable Programs for Scientific Visual Discovery}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/32484}, } @inproceedings{iclr2024_guess_35340, title = {{Guess \& Sketch: Language Model Guided Transpilation}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17733}, } @inproceedings{iclr2024_generating_35676, title = {{Generating Pragmatic Examples to Train Neural Program Synthesizers}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2024}, url = {https://iclr.cc/virtual/2024/poster/17397}, } @inproceedings{icml2024_learning_45494, title = {{Learning to Compile Programs to Neural Networks}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/32957}, } @inproceedings{icml2025_editlord_46536, title = {{EditLord: Learning Code Transformation Rules for Code Editing}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/46032}, } @inproceedings{icml2025_cursorcore_47717, title = {{CursorCore: Assist Programming through Aligning Anything}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2025}, url = {https://icml.cc/virtual/2025/poster/44883}, } @inproceedings{icml2026_gift_51366, title = {{GIFT: Bootstrapping Image-to-CAD Program Synthesis via Geometric Feedback}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=LShQYeeop5}, } @inproceedings{iclr2026_refinestat_86644, title = {{RefineStat: Efficient Exploration for Probabilistic Program Synthesis}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=SAl337ZX5d}, } @inproceedings{icml2026_prm_51479, title = {{PRM-PBE: Process Reward Model for Reinforcement Learning in Programming-by-Example}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=MjjdkgK62z}, } @inproceedings{icml2026_one_54411, title = {{One Bug, Hundreds Behind: LLMs for Large-Scale Bug Discovery}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=oiiXZJaODI}, } @inproceedings{icml2026_absint_54447, title = {{ABSINT-AI: Agentic Heap Abstractions for Abstract Interpretation}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=ozu9ZRETYE}, }