← cd ..

$ cat ./papers/2026-10-30.json

// 2026-10-30 · generated 30 Oct 2026

// ranked against: "LLM agents, tool use, and structured/typed model outputs"

// categories: cs.AI, cs.CL, cs.LG, cs.MA

← 2026-10-29latest ↑2026-10-31 →

01.PCM: A Proof-Carrying Message Protocol for Verifiable Multi-Agent Communication

84% worth reading · novelty 1.9/3 ·new method ·cs.MA

02.Testimony from Timelines: Evidence-Grounded Significance Testing of Temporal Clinical Hypotheses

83% worth reading · novelty 1.9/3 ·benchmark/eval ·cs.CL

03.Soei: Structured Observability of Evidence and Intent for Multi-Agent AI Software Engineering

84% worth reading · novelty 1.8/3 ·new method ·cs.MA

04.Gym-Anything for Robotics: Scaling physical simulations with digital agents

79% worth reading · novelty 2.1/3 ·benchmark/eval ·cs.AI

05.Ramanujan Challenge Results: AI-Assisted Evaluation Pipeline for Multi-Format Proofs

82% worth reading · novelty 1.9/3 ·benchmark/eval ·cs.CL

06.VeriCUA: Verification as Agentic Exploration for Computer-Using Agents

84% worth reading · novelty 1.7/3 ·new method ·cs.AI

07.Routed Continual Learning

81% worth reading · novelty 1.8/3 ·new method ·cs.MA

08.Cinematize from Unreal: Agentic Choreography for Controllable World Simulation

83% worth reading · novelty 1.7/3 ·applied system ·cs.MA

09.ShallowDefend: Harnessing Shallow Safety Alignment for Multi-Turn Defender

79% worth reading · novelty 1.9/3 ·new method ·cs.CL

10.Advancing Clinical Genomic Analysis with a Skill-Centred Agent

83% worth reading · novelty 1.6/3 ·applied system ·cs.AI

11.MAS-Loop: Beyond One-Shot Orchestration towards Self-Evolving Multi-Agent Systems

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

12.MAServeBench: Benchmarking Multi-Agent LLM Serving Systems with Hierarchical Collaboration Workloads

78% worth reading · novelty 1.9/3 ·benchmark/eval ·cs.MA

13.Collaborative AI agents for autonomous experimental research with solid-state quantum spins

77% worth reading · novelty 1.9/3 ·applied system ·cs.AI

14.Learning Calibrated Confidence for Multi-Agent Collaboration

83% worth reading · novelty 1.4/3 ·new method ·cs.MA

15.EpiAgent: Epistemic Self-Play for LLM Agents

75% worth reading · novelty 1.9/3 ·new method ·cs.MA

16.Pre-Crime for Agents, at the Last Second: Probing When a Recruited Agent Gives In

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

17.Sticky Collusion: Persistence of LLM Agent Collusion after Incentive Removal and Partner Replacement

73% worth reading · novelty 1.6/3 ·benchmark/eval ·cs.MA

18.FARMS: A Verifiable Foundation for Automated Computational Science

69% worth reading · novelty 1.9/3 ·applied system ·cs.AI

19.From extreme weather to agricultural consequences with agentic AI

67% worth reading · novelty 1.9/3 ·applied system ·cs.AI

20.Long-Term Agent Memory through Complementary Curation and Consolidation

79% worth reading · novelty 1.0/3 ·new method ·cs.MA