{"total":29,"rows":[{"id":"2506.22026","title":"Literature-Grounded Novelty Assessment of Scientific Ideas","created":"2025-06-27","cited_by_count":19,"area":null},{"id":"2411.11910","title":"AIGS: Generating Science from AI-Powered Automated Falsification","created":"2024-11-17","cited_by_count":18,"area":null},{"id":"2412.10415","title":"Generative Adversarial Reviews: When LLMs Become the Critic","created":"2024-12-09","cited_by_count":12,"area":null},{"id":"2510.10157","title":"BILLY: Steering Large Language Models via Merging Persona Vectors for Creative Generation","created":"2025-10-11","cited_by_count":11,"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":"2603.10303","title":"Is this Idea Novel? An Automated Benchmark for Judgment of Research Ideas","created":"2026-03-11","cited_by_count":10,"area":null},{"id":"2607.01233","title":"Measuring the Gap Between Human and LLM Research Ideas","created":"2026-07-01","cited_by_count":10,"area":null},{"id":"2507.11810","title":"Evolving Roles of LLMs in Scientific Innovation: Assistant, Collaborator, Scientist, and Evaluator","created":"2025-07-16","cited_by_count":9,"area":null},{"id":"2602.06448","title":"Principle-Evolvable Scientific Discovery via Uncertainty Minimization","created":"2026-02-06","cited_by_count":7,"area":null},{"id":"2604.11543","title":"NovBench: Evaluating Large Language Models on Academic Paper Novelty Assessment","created":"2026-04-13","cited_by_count":7,"area":null},{"id":"2412.14626","title":"LDC: Learning to Generate Research Idea with Dynamic Control","created":"2024-12-19","cited_by_count":3,"area":null},{"id":"2603.29557","title":"FlowPIE: Test-Time Scientific Idea Evolution with Flow-Guided Literature Exploration","created":"2026-03-31","cited_by_count":3,"area":null},{"id":"2604.06091","title":"Social Dynamics as Critical Vulnerabilities that Undermine Objective Decision-Making in LLM Collectives","created":"2026-04-07","cited_by_count":2,"area":null},{"id":"2605.14212","title":"MetaAgent-X : Breaking the Ceiling of Automatic Multi-Agent Systems via End-to-End Reinforcement Learning","created":"2026-05-14","cited_by_count":2,"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":"2510.06270","title":"MCCE: A Framework for Multi-LLM Collaborative Search in Discrete Spaces with Similarity-Filtered Preference Learning","created":"2025-10-06","cited_by_count":1,"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":"2605.04375","title":"Experiment-as-Code Labs: A Declarative Stack for AI-Driven Scientific Discovery","created":"2026-05-06","cited_by_count":1,"area":null},{"id":"2605.30961","title":"EvoGens: A Population-Based Heuristic Search Framework for Scientific Idea Generation","created":"2026-05-29","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":"2510.21341","title":"Magellan: Guided MCTS for Latent Space Exploration and Novelty Generation","created":"2025-10-24","cited_by_count":0,"area":null},{"id":"2601.07121","title":"ReMIND: Orchestrating Modular Large Language Models for Controllable Serendipity A REM-Inspired System Design for Emergent Creative Ideation","created":"2026-01-12","cited_by_count":0,"area":null},{"id":"2604.02578","title":"High Volatility and Action Bias Distinguish LLMs from Humans in Group Coordination","created":"2026-04-02","cited_by_count":0,"area":null},{"id":"2605.10574","title":"LLM Jaggedness Unlocks Scientific Creativity","created":"2026-05-11","cited_by_count":0,"area":null},{"id":"2606.29630","title":"SFBench: The SciFy Scientific Feasibility Benchmark","created":"2026-06-28","cited_by_count":0,"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":"2609.35315","title":"Collaborative Principle Evolution via Evidence Transfer for Scientific Discovery","created":"2026-09-28","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}],"next_cursor":null}