Code2LoRA: Hypernetwork-Generated Adapters for Code Language Models under Software Evolution Paper • 2606.06492 • Published 6 days ago • 79 • 5
Code2LoRA: Hypernetwork-Generated Adapters for Code Language Models under Software Evolution Paper • 2606.06492 • Published 6 days ago • 79 • 5
EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management Paper • 2606.03841 • Published 8 days ago • 3
SePO: Self-Evolving Prompt Agent for System Prompt Optimization Paper • 2606.04465 • Published 7 days ago • 5
MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery Paper • 2606.06473 • Published 6 days ago • 19
Rethinking Continual Experience Internalization for Self-Evolving LLM Agents Paper • 2606.04703 • Published 7 days ago • 21
Code2LoRA: Hypernetwork-Generated Adapters for Code Language Models under Software Evolution Paper • 2606.06492 • Published 6 days ago • 79
Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills Paper • 2606.07412 • Published 5 days ago • 8
AutoLab: Can Frontier Models Solve Long-Horizon Auto Research and Engineering Tasks? Paper • 2606.05080 • Published 7 days ago • 27
BenchEvolver: Frontier Task Synthesis via Solution-Centric Evolution Paper • 2606.01286 • Published 10 days ago • 5
Skill is Not One-Size-Fits-All: Model-Aware Skill Alignment for LLM Agents Paper • 2605.30723 • Published 12 days ago • 16
When Does Multi-Agent RL Improve LLM Workflows? Workflow, Scale, and Policy-Sharing Tradeoffs Paper • 2605.24202 • Published 19 days ago • 17
SkillAdaptor: Self-Adapting Skills for LLM Agents from Trajectories Paper • 2606.01311 • Published 10 days ago • 35
AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation Paper • 2605.28655 • Published 14 days ago • 11
Rethinking How to Remember: Beyond Atomic Facts in Lifelong LLM Agent Memory Paper • 2605.19952 • Published 22 days ago • 10
SkillGrad: Optimizing Agent Skills Like Gradient Descent Paper • 2605.27760 • Published 15 days ago • 27
Rethinking Memory as Continuously Evolving Connectivity Paper • 2605.28773 • Published 14 days ago • 34
ScientistOne: Towards Human-Level Autonomous Research via Chain-of-Evidence Paper • 2605.26340 • Published 16 days ago • 35
ResearchMath-14K: Scaling Research-Level Mathematics via Agents Paper • 2605.28003 • Published 14 days ago • 49