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| Explaining Patterns in Data with Language Models via Interpretable Autoprompting | Oct 4, 2022 | Explanation GenerationNatural Language Understanding | CodeCode Available | 1 | 5 |
| MLExchange: A web-based platform enabling exchangeable machine learning workflows for scientific studies | Aug 20, 2022 | scientific discovery | CodeCode Available | 1 | 5 |
| LLM-SR: Scientific Equation Discovery via Programming with Large Language Models | Apr 29, 2024 | Equation DiscoveryInterpretable Machine Learning | CodeCode Available | 1 | 5 |
| LMR-BENCH: Evaluating LLM Agent's Ability on Reproducing Language Modeling Research | Jun 19, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| AbductionRules: Training Transformers to Explain Unexpected Inputs | Mar 23, 2022 | Common Sense ReasoningLogical Reasoning | CodeCode Available | 1 | 5 |
| MLR-Bench: Evaluating AI Agents on Open-Ended Machine Learning Research | May 26, 2025 | scientific discovery | CodeCode Available | 1 | 5 |
| Machine-Guided Discovery of a Real-World Rogue Wave Model | Nov 21, 2023 | Model Selectionregression | CodeCode Available | 1 | 5 |
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| Geometric Representation Condition Improves Equivariant Molecule Generation | Oct 4, 2024 | Drug Designscientific discovery | CodeCode Available | 1 | 5 |
| MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research | Mar 17, 2025 | ArticlesBenchmarking | CodeCode Available | 1 | 5 |
| Olympus: a benchmarking framework for noisy optimization and experiment planning | Oct 8, 2020 | BenchmarkingProbabilistic Deep Learning | CodeCode Available | 1 | 5 |
| Large Language Models are Zero Shot Hypothesis Proposers | Nov 10, 2023 | scientific discovery | CodeCode Available | 1 | 5 |
| Evolving Scientific Discovery by Unifying Data and Background Knowledge with AI Hilbert | Aug 18, 2023 | Equation DiscoveryLogical Reasoning | CodeCode Available | 1 | 5 |
| Large Language Models as Biomedical Hypothesis Generators: A Comprehensive Evaluation | Jul 12, 2024 | Few-Shot Learningscientific discovery | CodeCode Available | 1 | 5 |
| AIGS: Generating Science from AI-Powered Automated Falsification | Nov 17, 2024 | scientific discovery | CodeCode Available | 1 | 5 |
| Data-driven discovery of Green's functions with human-understandable deep learning | May 1, 2021 | scientific discovery | CodeCode Available | 1 | 5 |
| K-Paths: Reasoning over Graph Paths for Drug Repurposing and Drug Interaction Prediction | Feb 18, 2025 | Drug DiscoveryKnowledge Graphs | CodeCode Available | 1 | 5 |
| Large Language Models for Scientific Synthesis, Inference and Explanation | Oct 12, 2023 | Code GenerationLanguage Modeling | CodeCode Available | 1 | 5 |
| ClimateChat: Designing Data and Methods for Instruction Tuning LLMs to Answer Climate Change Queries | Jun 12, 2025 | scientific discovery | CodeCode Available | 1 | 5 |
| IRIS: Interactive Research Ideation System for Accelerating Scientific Discovery | Apr 23, 2025 | scientific discovery | CodeCode Available | 1 | 5 |
| Constructing Custom Thermodynamics Using Deep Learning | Aug 8, 2023 | Deep LearningPhysical Intuition | CodeCode Available | 1 | 5 |
| Molformer: Motif-based Transformer on 3D Heterogeneous Molecular Graphs | Oct 4, 2021 | 3D geometrygraph construction | CodeCode Available | 1 | 5 |
| Deep Denoising For Scientific Discovery: A Case Study In Electron Microscopy | Oct 24, 2020 | Denoisingscientific discovery | CodeCode Available | 1 | 5 |
| Learning quantum dynamics with latent neural ODEs | Oct 20, 2021 | scientific discovery | CodeCode Available | 1 | 5 |
