JevAgentHarness: Benchmarking, Deploying and Training Decision Models That Share Control with LLMs Paper • 2610.21412 • Published Oct 15 • 24
Agent-Reflex: Teaching Language Agents to Act Reflectively Paper • 2610.17953 • Published Oct 13 • 39
DeltaTTG: Training Multi-Turn Agents with a Token-to-Go Progress Meter Paper • 2610.17666 • Published Oct 13 • 26
Inducing Process Supervision from Outcome-Only Reinforcement Learning Paper • 2609.36641 • Published Sep 29 • 15
Agent Error Dataset: Scaling 50,000 Error--Diagnosis Pairs for Failure Analysis and Error-Aware Post-Training Paper • 2609.40111 • Published Sep 30 • 32
AgentDebugX: An Open-Source Toolkit for Failure Observability, Attribution, and Recovery in LLM Agents Paper • 2607.18754 • Published Jul 21 • 25
The Many Faces of On-Policy Distillation: Pitfalls, Mechanisms, and Fixes Paper • 2605.11182 • Published May 11 • 5
Reaching Beyond the Mode: RL for Distributional Reasoning in Language Models Paper • 2603.24844 • Published Mar 25 • 9
AgentProcessBench: Diagnosing Step-Level Process Quality in Tool-Using Agents Paper • 2603.14465 • Published Mar 15 • 23
Decoupling Reasoning and Confidence: Resurrecting Calibration in Reinforcement Learning from Verifiable Rewards Paper • 2603.09117 • Published Mar 10 • 10
Less Noise, More Voice: Reinforcement Learning for Reasoning via Instruction Purification Paper • 2601.21244 • Published Jan 29 • 12
DARC: Decoupled Asymmetric Reasoning Curriculum for LLM Evolution Paper • 2601.13761 • Published Jan 20 • 16
Forest Before Trees: Latent Superposition for Efficient Visual Reasoning Paper • 2601.06803 • Published Jan 11 • 10