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AI Scientists

62 entries

End-to-End 35

A Concept-Driven Physical Law Discovery System without Prior Physical Knowledge

95

Accelerated Inorganic Materials Design with Generative AI Agents

20

AtomAgents

PNAS2025

Alloy design and discovery through physics-aware multi-modal multi-agent artificial intelligence

103

data-to-paper

NEJM AI2024

Autonomous LLM-driven research from data to human-verifiable research papers

819

DS-Agent

ICML2024

Automated Data Science by Empowering Large Language Models with Case-Based Reasoning

241

ProtAgents

Digital Discovery2024

Protein discovery via large language model multi-agent collaborations combining physics and machine learning

ORGANA

Matter2025

A Robotic Assistant for Automated Chemistry Experimentation and Characterization

FunSearch

Nature2024

Mathematical discoveries from program search with large language models

1.1k

Co-Scientists 27

Iterative Research Idea Generation over Scientific Literature with Large Language Models

SciAgents

Advanced Materials2024

Automating scientific discovery through multi-agent intelligent graph reasoning

SciMaster: Towards General-Purpose Scientific AI Agents, Part I. X-Master as Foundation: Can We Lead on Humanity's Last Exam?

GeneAgent

Nature Methods2025

Self-verification Language Agent for Gene Set Knowledge Discovery using Domain Databases

TAIS

2024

Toward a Team of AI-made Scientists for Scientific Discovery from Gene Expression Data

A Multi-Agent Framework for Scientific Discovery via Code-Driven Gene Expression Analysis

ChemAgent

ICLR2025

Self-updating Library in Large Language Models Improves Chemical Reasoning

BioResearcher

Science China Information Sciences2025

Multi-agent pipeline searches literature and datasets, then drafts and reviews dry and wet-lab biomedical experimental protocols.

6

Nova

2024

An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas

Screens and extracts structured data from 125M papers, automating systematic-review screening into reusable tables.

Undermind

whitepaper

Iteratively reads and scores hundreds of papers and follows citation trails until a search is exhaustive.

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