01. Librarian Agents: Training LLMs to Curate Long-Context Workspaces that Anticipate Future Queries

86% worth reading · novelty 2.0/3 · new method · cs.CL

02. KnowGPO: Knowledge-Grouped Policy Optimization for Search Agents

86% worth reading · novelty 1.9/3 · new method · cs.AI

03. 3DCodeVerse: Exploring 3D Worlds as Code

84% worth reading · novelty 1.9/3 · benchmark/eval · cs.AI

04. FDE-Gym: The Last Mile of AI Delivery

82% worth reading · novelty 2.0/3 · benchmark/eval · cs.AI

05. MLExpert: Towards a Generalist Agentic Model for Autonomous Machine Learning Engineering

86% worth reading · novelty 1.6/3 · new method · cs.AI

06. Diviner: Agentic RCA with Human-Governed Adaptation for Large-Scale Infrastructure

85% worth reading · novelty 1.7/3 · applied system · cs.MA

07. Learning to Steer LLM Agents and Multi-Agent Systems

85% worth reading · novelty 1.6/3 · new method · cs.LG

08. Believed but Not Said: Measuring Hidden Belief Collapse in Multi-Agent LLM Discussions

80% worth reading · novelty 1.9/3 · benchmark/eval · cs.MA

09. Bias Control and Injection for Multi-Agent Aggregation

80% worth reading · novelty 1.9/3 · new method · cs.MA

10. MetaShare: Failure-Aware Collective Self-Improvement for Open-Ended Agents

81% worth reading · novelty 1.7/3 · new method · cs.MA

11. AI Consilium: a Benchmark of LLM Clinical Multidisciplinary Second Opinions

81% worth reading · novelty 1.6/3 · benchmark/eval · cs.CL

12. A Responsibility-Centered Coordination Mechanism for Decentralized Multi-Agent Systems

78% worth reading · novelty 1.7/3 · new method · cs.MA

13. Agentic-Priors: Using Large Language Models to Address the Cold Start Problem in Preference Elicitation

76% worth reading · novelty 1.8/3 · new method · cs.MA

14. Discovering state-of-the-art quantum circuits with large language models

72% worth reading · novelty 2.1/3 · new method · cs.AI

15. Lean Graph Search for Formal Theorem Proving

80% worth reading · novelty 1.4/3 · new method · cs.LG

16. Training Reasoning Models to Generate Diverse Scientific Ideas

77% worth reading · novelty 1.5/3 · new method · cs.CL

17. CoDA: Co-Evolution of Data Engines and Action Policies

70% worth reading · novelty 1.9/3 · new method · cs.AI

18. Decentralized LLM Workflows via Sequential Auctions

72% worth reading · novelty 1.7/3 · new method · cs.MA

19. Learning Self-Orchestration in Decentralized Agent Swarms

65% worth reading · novelty 1.9/3 · new method · cs.CL

20. OmniVerifier-C1: Decomposed Graded Verifier for Rule-Governed Generative World Modeling

67% worth reading · novelty 1.7/3 · new method · cs.CL