{"total":25,"rows":[{"id":"2505.13259","title":"From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery","created":"2025-05-19","cited_by_count":93,"area":null},{"id":"2510.23045","title":"A Survey of AI Scientists","created":"2025-10-27","cited_by_count":11,"area":null},{"id":"2605.18661","title":"AI for Auto-Research: Roadmap & User Guide","created":"2026-05-18","cited_by_count":11,"area":null},{"id":"2605.16616","title":"MLReplicate: Benchmarking Autonomous Research Systems for Machine Learning Reproducibility","created":"2026-05-15","cited_by_count":8,"area":null},{"id":"2606.12071","title":"On the Limits of LLM-as-Judge for Scientific Novelty Assessment","created":"2026-06-10","cited_by_count":7,"area":null},{"id":"2604.28158","title":"Intern-Atlas: A Methodological Evolution Graph as Research Infrastructure for AI Scientists","created":"2026-04-30","cited_by_count":6,"area":null},{"id":"2601.19916","title":"PaperAudit-Bench: Benchmarking Error Detection in Research Papers for Critical Automated Peer Review","created":"2026-01-07","cited_by_count":3,"area":null},{"id":"2607.04439","title":"ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes","created":"2026-07-05","cited_by_count":2,"area":null},{"id":"2608.01666","title":"Style Wins, Substance Loses: A Diagnosis of LLM-as-Judge in Idea Generation","created":"2026-08-03","cited_by_count":2,"area":null},{"id":"2608.13136","title":"LigBench: A Unified and Human-Aligned Benchmark for LLM-based Research Idea Generation","created":"2026-08-13","cited_by_count":2,"area":null},{"id":"2608.22948","title":"What Proves You Wrong: Benchmarking Language Models on Falsifiable Research Ideation","created":"2026-08-24","cited_by_count":2,"area":null},{"id":"2603.01421","title":"SciDER: Scientific Data-centric End-to-end Researcher","created":"2026-03-02","cited_by_count":1,"area":null},{"id":"2608.03283","title":"AgentPanel: Toward a New Paradigm for Human--AI Collaboration in Exploring Scientific Questions","created":"2026-08-04","cited_by_count":1,"area":null},{"id":"2608.10740","title":"Tree-of-Ideas: Automated Research Ideation via Cross-Trajectory Reasoning over Scholarly Evolution","created":"2026-08-11","cited_by_count":1,"area":null},{"id":"2608.16645","title":"Reconstruction: A Blind Benchmark for Recovering Research Ideas from Pre-Publication Bibliographies","created":"2026-08-17","cited_by_count":1,"area":null},{"id":"2608.29696","title":"Ideation Arena: Evaluating LLM Generated Research Ideas with Battle-style Human Expert Assessment","created":"2026-08-30","cited_by_count":1,"area":null},{"id":"2608.20361","title":"Toward Auto-Research: Mining Falsifiable Research Ideas from Paper Knowledge Graphs with Categorical Structure","created":"2026-06-17","cited_by_count":0,"area":null},{"id":"2609.10539","title":"IdeaAMBIG: Benchmarking Implementation-Critical Gaps in Research-Idea Specifications","created":"2026-09-09","cited_by_count":0,"area":null},{"id":"2609.23735","title":"ScholarStack: Layered Research Asset Orchestration and Cross-Task Reuse for Scientific Agents","created":"2026-09-20","cited_by_count":0,"area":null},{"id":"2609.29802","title":"Learning to Ideate for Scientific Impact","created":"2026-09-24","cited_by_count":0,"area":null},{"id":"2609.32245","title":"AutoPDEBench: Benchmarking LLM Auto-Research for Neural PDE Solver Design","created":"2026-09-26","cited_by_count":0,"area":null},{"id":"2610.04339","title":"ShadowMiner v1 - An Experience Report on Implementing and Measuring a Problem-and-Hypothesis Discovery Engine","created":"2026-10-03","cited_by_count":0,"area":null},{"id":"2610.04976","title":"Priced Guidance: Can Language Models Generate Future Research Ideas?","created":"2026-10-04","cited_by_count":0,"area":null},{"id":"2610.07184","title":"Learning Scientific Exploration from Human Research Decision Trajectories","created":"2026-10-05","cited_by_count":0,"area":null},{"id":"2610.11877","title":"How Is Automated Research Evaluated? A Survey of Benchmarks and Evaluation Practices","created":"2026-10-08","cited_by_count":0,"area":null}],"next_cursor":null}