Welcome to the Awesome AI Scientist Papers repository! This project aims to curate a collection of important papers to the field of AI/Robot Scientist. PLease cite it if help cite
This timeline illustrates key milestones and future predictions in the development of autonomous AI/Robot scientists.
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The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery, Chris Lu et al., Arxiv, 2024
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Autonomous Generalist Scientist: Towards and Beyond Human-level Automatic Research Using Foundation Model-Based AI Agents and Robots (A Position), Starkson Zhang et al., ResearchGate, 2024
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Researchers built an ‘AI Scientist’ — what can it do?, Davide Castelvecchi et al., Nature, 2024
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ChatGPT as Research Scientist: Probing GPT’s capabilities as a Research Librarian, Research Ethicist, Data Generator, and Data Predictor, Steven A. Lehr et al., PNAS, 2024
Autonomous Literature Review
Todo.
Proposal, Idea Generation
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Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers, Chenglei Si et al., Arxiv, 2024
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ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models, Jinheon Baek et al., Arxiv, 2024
Virtual, Digital, Agent, Experimentation
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The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery, Chris Lu et al., Arxiv, 2024
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SciAgents: Automating scientific discovery through multi-agent intelligent graph reasoning, Alireza Ghafarollahi et al., Arxiv, 2024
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Empowering Biomedical Discovery with AI Agents, Shanghua Gao et al., Arxiv, 2024
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Intelligent software for laboratory automation, Ken E. Whelan et al., Trends in Biotechnology, 2004
Physical, Robot, Experimentation
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A multi-agent-driven robotic AI chemist enabling autonomous chemical research on demand, Tao Song et al., Chemrxiv, 2024
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Autonomous chemical research with large language models, Daniil A. Boiko et al., Nature, 2023
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An ontology for a Robot Scientist, Larisa N. Soldatova et al., Bioinformatics, 2006
Manuscript
Todo.
Peer Review
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Automated scholarly paper review: Concepts, technologies, and challenges, Jialiang Lin et al., Information Fusion, 2023
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Automated Peer Reviewing in Paper SEA: Standardization, Evaluation, and Analysis, Jianxiang Yu et al., Arxiv, 2024
- Towards robot scientists for autonomous scientific discovery, Andrew Sparkes et al., Automated experimentation, 2010
bibtex
@article{zhangautonomous,
title={Autonomous Generalist Scientist: Towards and Beyond Human-level Automatic Research Using Foundation Model-Based AI Agents and Robots (A Position)},
author={Zhang, Starkson and Pearson, Alfredo and Wang, Zhenting}
}
MIT