01. Reward Hacking as a Transmissible Strategy in Multi-Agent Coding Systems

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

02. How Do Hardware Faults Manifest Differently in LLM Agents?

85% worth reading · novelty 1.8/3 · benchmark/eval · cs.MA

03. X-AgentRed: Red-Teaming Personal Agents in Evolving Multi-Service Ecosystems

85% worth reading · novelty 1.7/3 · new method · cs.AI

04. RATED: Reliability-Aware AI Agent Tool Retrieval via Execution Dynamics

86% worth reading · novelty 1.5/3 · new method · cs.AI

05. Ask Your Advisor: Learning When to Consult Stronger Models in Agentic Systems

85% worth reading · novelty 1.5/3 · new method · cs.MA

06. JANUS: Enhancing Long-Horizon Autonomous Research with Co-Evolving World Models

80% worth reading · novelty 1.8/3 · new method · cs.MA

07. Same Query, Different Answer: Run-to-Run Variance in Semantic Query Processing

77% worth reading · novelty 1.9/3 · benchmark/eval · cs.AI

08. SwingGuard: Risk-Conditioned Multi-Agent Swing Trading with Dual-Timescale Governance

81% worth reading · novelty 1.6/3 · new method · cs.MA

09. A Multi-Agent LLM System for Automated Tuning of Specialized Neural Network Models

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

10. RSI-Anything: Unlocking Recursive Self-Improvement with World Models

77% worth reading · novelty 1.7/3 · new method · cs.CL

11. Studying Comics at Scale with Artificial Intelligence: The PAGE Framework and Three Studies of American Comics and Japanese Manga

65% worth reading · novelty 2.5/3 · applied system · cs.AI

12. Structural Automata for Neural Semantic Parsing

78% worth reading · novelty 1.6/3 · new method · cs.CL

13. MC-EvoBench: Auditing Experience-Driven Self-Improvement in Minecraft Agents

77% worth reading · novelty 1.6/3 · benchmark/eval · cs.AI

14. A Privileged Teacher That Only Scores Cannot Search: Critique-Conditioned On-Policy Self-Distillation for Reasoning

71% worth reading · novelty 1.9/3 · new method · cs.CL

15. OpenSocialJax: Evaluating Social Adaptation in Sequential Social Dilemmas with Open-Ended Environmental Dynamics

76% worth reading · novelty 1.5/3 · benchmark/eval · cs.MA

16. Returning to Development States: When Full Sandbox Snapshots Help Coding Agents

78% worth reading · novelty 1.3/3 · new method · cs.LG

17. QTestBench: A Test Framework for Evaluating LLM-Generated Quantum Code

64% worth reading · novelty 1.9/3 · benchmark/eval · cs.CL

18. Can Language Models Play the Wikipedia Game?

68% worth reading · novelty 1.2/3 · benchmark/eval · cs.AI

19. OccludeBench: Can VLMs Find What's Missing?

56% worth reading · novelty 1.8/3 · benchmark/eval · cs.CL

20. Designing Protein Structures from Natural Language

50% worth reading · novelty 2.1/3 · new method · cs.LG