Do Coding Agents Deceive Us? Detecting and Preventing Cheating via Capped Evaluation with Randomized Tests Paper • 2606.07379 • Published 10 days ago • 5
Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application Paper • 2606.12191 • Published 5 days ago • 60
LatentSkill: From In-Context Textual Skills to In-Weight Latent Skills for LLM Agents Paper • 2606.06087 • Published 11 days ago • 62
Online Skill Learning for Web Agents via State-Grounded Dynamic Retrieval Paper • 2606.04391 • Published 12 days ago • 10
SearchSwarm: Towards Delegation Intelligence in Agentic LLMs for Long-Horizon Deep Research Paper • 2606.09730 • Published 7 days ago • 50
Code2LoRA: Hypernetwork-Generated Adapters for Code Language Models under Software Evolution Paper • 2606.06492 • Published 11 days ago • 86 • 5
Code2LoRA: Hypernetwork-Generated Adapters for Code Language Models under Software Evolution Paper • 2606.06492 • Published 11 days ago • 86 • 5
EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management Paper • 2606.03841 • Published 13 days ago • 3
SePO: Self-Evolving Prompt Agent for System Prompt Optimization Paper • 2606.04465 • Published 12 days ago • 5
MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery Paper • 2606.06473 • Published 11 days ago • 19
Rethinking Continual Experience Internalization for Self-Evolving LLM Agents Paper • 2606.04703 • Published 12 days ago • 23
Code2LoRA: Hypernetwork-Generated Adapters for Code Language Models under Software Evolution Paper • 2606.06492 • Published 11 days ago • 86
Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills Paper • 2606.07412 • Published 10 days ago • 12
AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? Paper • 2606.05080 • Published 12 days ago • 30
BenchEvolver: Frontier Task Synthesis via Solution-Centric Evolution Paper • 2606.01286 • Published 15 days ago • 5
Skill is Not One-Size-Fits-All: Model-Aware Skill Alignment for LLM Agents Paper • 2605.30723 • Published 17 days ago • 16
When Does Multi-Agent RL Improve LLM Workflows? Workflow, Scale, and Policy-Sharing Tradeoffs Paper • 2605.24202 • Published 24 days ago • 17
SkillAdaptor: Self-Adapting Skills for LLM Agents from Trajectories Paper • 2606.01311 • Published 15 days ago • 36