| Scientific Hypothesis Generation and Validation: Methods, Datasets, and Future Directions | May 6, 2025 | Causal InferenceDomain Adaptation | —Unverified | 0 |
| 34 Examples of LLM Applications in Materials Science and Chemistry: Towards Automation, Assistants, Agents, and Accelerated Scientific Discovery | May 5, 2025 | Large Language ModelMolecular Property Prediction | —Unverified | 0 |
| A Survey of Slow Thinking-based Reasoning LLMs using Reinforced Learning and Inference-time Scaling Law | May 5, 2025 | MathMedical Diagnosis | —Unverified | 0 |
| IRIS: Interactive Research Ideation System for Accelerating Scientific Discovery | Apr 23, 2025 | scientific discovery | CodeCode Available | 1 |
| AI Idea Bench 2025: AI Research Idea Generation Benchmark | Apr 19, 2025 | Benchmarkingscientific discovery | —Unverified | 0 |
| Ascribe New Dimensions to Scientific Data Visualization with VR | Apr 18, 2025 | Data Visualizationscientific discovery | —Unverified | 0 |
| Deep literature reviews: an application of fine-tuned language models to migration research | Apr 17, 2025 | Articlesscientific discovery | —Unverified | 0 |
| Causal-Copilot: An Autonomous Causal Analysis Agent | Apr 17, 2025 | Causal DiscoveryCausal Inference | —Unverified | 0 |
| HypoBench: Towards Systematic and Principled Benchmarking for Hypothesis Generation | Apr 15, 2025 | Benchmarkingscientific discovery | CodeCode Available | 2 |
| MLRC-Bench: Can Language Agents Solve Machine Learning Research Challenges? | Apr 13, 2025 | Large Language Modelscientific discovery | —Unverified | 0 |
| Scaling Laws of Graph Neural Networks for Atomistic Materials Modeling | Apr 10, 2025 | Drug Discoveryscientific discovery | —Unverified | 0 |
| The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search | Apr 10, 2025 | scientific discovery | CodeCode Available | 7 |
| The Power of the Pareto Front: Balancing Uncertain Rewards for Adaptive Experimentation in scanning probe microscopy | Apr 9, 2025 | Bayesian OptimizationDecision Making | —Unverified | 0 |
| Foundation Models for Environmental Science: A Survey of Emerging Frontiers | Apr 5, 2025 | Decision MakingManagement | —Unverified | 0 |
| The AI Cosmologist I: An Agentic System for Automated Data Analysis | Apr 4, 2025 | scientific discovery | CodeCode Available | 1 |
| We Need Improved Data Curation and Attribution in AI for Scientific Discovery | Apr 3, 2025 | scientific discovery | —Unverified | 0 |
| How Deep Do Large Language Models Internalize Scientific Literature and Citation Practices? | Apr 3, 2025 | scientific discovery | CodeCode Available | 0 |
| Advancing AI-Scientist Understanding: Making LLM Think Like a Physicist with Interpretable Reasoning | Apr 2, 2025 | scientific discovery | —Unverified | 0 |
| AI-Newton: A Concept-Driven Physical Law Discovery System without Prior Physical Knowledge | Apr 2, 2025 | scientific discovery | CodeCode Available | 2 |
| Towards Scientific Intelligence: A Survey of LLM-based Scientific Agents | Mar 31, 2025 | scientific discoverySurvey | —Unverified | 0 |
| Detecting Localized Density Anomalies in Multivariate Data via Coin-Flip Statistics | Mar 31, 2025 | Anomaly DetectionComputational Efficiency | CodeCode Available | 0 |
| Interpretable Machine Learning in Physics: A Review | Mar 30, 2025 | Interpretable Machine Learningscientific discovery | —Unverified | 0 |
| A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support | Mar 29, 2025 | Answer GenerationArticles | —Unverified | 0 |
| Scaling Laws in Scientific Discovery with AI and Robot Scientists | Mar 28, 2025 | Navigatescientific discovery | —Unverified | 0 |
| ResearchBench: Benchmarking LLMs in Scientific Discovery via Inspiration-Based Task Decomposition | Mar 27, 2025 | Benchmarkingscientific discovery | —Unverified | 0 |
