scientific discovery

AI-assisted Scientific Discovery, Experimentation, Content Generation, and Evaluation EACL 2026 CoEvo: Continual Evolution of Symbolic Solutions Using Large Language Models AAAI 2026 EvoSci: A Bio-Inspired Multi-Agent Framework for the Evolution of Scientific Discovery ACL 2026 Improve Molecular Conformation Modeling with Geometric Deep Learning AAAI 2026 Learning from Imperfect Data: Robust Inference of Dynamic Systems Using Simulation-Based Generative Model AAAI 2026 Pixel2Phys: Distilling Governing Laws from Visual Dynamics CVPR 2026 VaSST: Variational Inference for Symbolic Regression using Soft Symbolic Trees UAI 2026 Agent Laboratory: Using LLM Agents as Research Assistants EMNLP 2025 A Human-LLM Note-Taking System with Case-Based Reasoning as Framework for Scientific Discovery NAACL 2025 AutoSciLab: A Self-Driving Laboratory for Interpretable Scientific Discovery AAAI 2025 AutoSDT: Scaling Data-Driven Discovery Tasks Toward Open Co-Scientists EMNLP 2025 BioDiscoveryAgent: An AI Agent for Designing Genetic Perturbation Experiments ICLR 2025 Context-Aware Reasoning On Parametric Knowledge for Inferring Causal Variables EMNLP 2025 CycleResearcher: Improving Automated Research via Automated Review ICLR 2025 DiSciPLE: Learning Interpretable Programs for Scientific Visual Discovery CVPR 2025 Evaluating and Enhancing Large Language Models for Novelty Assessment in Scholarly Publications NAACL 2025 From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery EMNLP 2025 From Generalist to Specialist: A Survey of Large Language Models for Chemistry COLING 2025 GraphMind: Interactive Novelty Assessment System for Accelerating Scientific Discovery EMNLP 2025 Hypothesis Generation for Materials Discovery and Design Using Goal-Driven and Constraint-Guided LLM Agents NAACL 2025 InductionBench: LLMs Fail in the Simplest Complexity Class ACL 2025 IRIS: Interactive Research Ideation System for Accelerating Scientific Discovery ACL 2025 Knowledge-driven Scientific Large Language Models AAAI 2025 MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research CVPR 2025 MIR: Methodology Inspiration Retrieval for Scientific Research Problems ACL 2025