| Recent Advances on Machine Learning for Computational Fluid Dynamics: A Survey | Aug 22, 2024 | scientific discoverySymbolic Regression | CodeCode Available | 3 | 5 |
| Safety at Scale: A Comprehensive Survey of Large Model Safety | Feb 2, 2025 | Autonomous DrivingData Poisoning | CodeCode Available | 3 | 5 |
| Scientific Large Language Models: A Survey on Biological & Chemical Domains | Jan 26, 2024 | scientific discoverySurvey | CodeCode Available | 3 | 5 |
| Accelerating Scientific Discovery with Generative Knowledge Extraction, Graph-Based Representation, and Multimodal Intelligent Graph Reasoning | Mar 18, 2024 | Graph SamplingKnowledge Graphs | CodeCode Available | 3 | 5 |
| Agentic Deep Graph Reasoning Yields Self-Organizing Knowledge Networks | Feb 18, 2025 | graph constructionLarge Language Model | CodeCode Available | 3 | 5 |
| LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms | May 27, 2025 | Bayesian OptimizationBenchmarking | CodeCode Available | 2 | 5 |
| LLM and Simulation as Bilevel Optimizers: A New Paradigm to Advance Physical Scientific Discovery | May 16, 2024 | Bilevel Optimizationscientific discovery | CodeCode Available | 2 | 5 |
| HypoBench: Towards Systematic and Principled Benchmarking for Hypothesis Generation | Apr 15, 2025 | Benchmarkingscientific discovery | CodeCode Available | 2 | 5 |
| BixBench: a Comprehensive Benchmark for LLM-based Agents in Computational Biology | Feb 28, 2025 | Multiple-choicescientific discovery | CodeCode Available | 2 | 5 |
| Active Learning with Fully Bayesian Neural Networks for Discontinuous and Nonstationary Data | May 16, 2024 | Active Learningscientific discovery | CodeCode Available | 2 | 5 |