| Improving Parallel Program Performance with LLM Optimizers via Agent-System Interfaces | Oct 21, 2024 | Code Generationscientific discovery | CodeCode Available | 4 | 5 |
| Autonomous LLM-driven research from data to human-verifiable research papers | Apr 24, 2024 | scientific discovery | CodeCode Available | 4 | 5 |
| LLM4AD: A Platform for Algorithm Design with Large Language Model | Dec 23, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 4 | 5 |
| A Review of Large Language Models and Autonomous Agents in Chemistry | Jun 26, 2024 | Property Predictionscientific discovery | CodeCode Available | 3 | 5 |
| From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery | May 19, 2025 | Navigatescientific discovery | CodeCode Available | 3 | 5 |
| DISCOVERYWORLD: A Virtual Environment for Developing and Evaluating Automated Scientific Discovery Agents | Jun 10, 2024 | Benchmarkingscientific discovery | CodeCode Available | 3 | 5 |
| MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem | May 20, 2025 | Mathematical Reasoningscientific discovery | CodeCode Available | 3 | 5 |
| Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers | Sep 6, 2024 | Experimental Designscientific discovery | CodeCode Available | 3 | 5 |
| BioReason: Incentivizing Multimodal Biological Reasoning within a DNA-LLM Model | May 29, 2025 | Large Language Modelscientific discovery | CodeCode Available | 3 | 5 |
| Agentic Deep Graph Reasoning Yields Self-Organizing Knowledge Networks | Feb 18, 2025 | graph constructionLarge Language Model | CodeCode Available | 3 | 5 |
