SurveysA Survey on Autonomous Scientific Discovery
A Survey of Progress, Challenges, and Future Directions
A Survey on Large Language Models in Scientific Discovery
Survey of research agents across literature, ideation, experimentation, and paper production.
Exploring the role of large language models in the scientific method: from hypothesis to discovery
From Equation Discovery to Autonomous Discovery Systems
A Survey of Artificial Intelligence for Scientific Research
A Survey on Large Language Models for Scientific Research
From Data Foundations to Agent Frontiers
A Survey of LLM-based Scientific Agents
A Survey on AI-assisted Scientific Discovery, Experimentation, Content Generation, and Evaluation
A Comprehensive Survey of AI-Driven Research Support Systems
A Survey of AI Scientists and the Verification Gap
A Survey of Autonomous Research Agents
Systems, Methodologies, and Applications
A Creativity-Centered Survey
A Survey of Evaluation Tools for AI Assistants and Agents
A Survey of Capabilities, Challenges, and Future Directions
creating the engine for scientific discovery
Assistant, Collaborator, Scientist, and Evaluator
AI Agents in Scientific Teams Should Be Studied as Human-Agent Systems
Execution Outcomes of LLM-Generated versus Human Research Ideas
Hidden Pitfalls of AI Scientist Systems
Lessons from Four Autonomous Research Attempts
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