EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management
Paper • 2606.03841 • Published • 3
M Saad Salman
MSS444
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upvoted a paper about 22 hours ago
EvoDS: Self-Evolving Autonomous Data Science Agent with Skill Learning and Context Management upvoted a paper about 22 hours ago
SePO: Self-Evolving Prompt Agent for System Prompt Optimization upvoted a paper about 22 hours ago
MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm DiscoveryOrganizations
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upvoted 7
papers about 22 hours ago
SePO: Self-Evolving Prompt Agent for System Prompt Optimization
Paper • 2606.04465 • Published • 5
MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery
Paper • 2606.06473 • Published • 18
Rethinking Continual Experience Internalization for Self-Evolving LLM Agents
Paper • 2606.04703 • Published • 21
Code2LoRA: Hypernetwork-Generated Adapters for Code Language Models under Software Evolution
Paper • 2606.06492 • Published • 79
Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills
Paper • 2606.07412 • Published • 8
OpenSkill: Open-World Self-Evolution for LLM Agents
Paper • 2606.06741 • Published • 22
upvoted 2
papers 5 days ago
upvoted 3
papers 7 days ago
Skill is Not One-Size-Fits-All: Model-Aware Skill Alignment for LLM Agents
Paper • 2605.30723 • Published • 16
When Does Multi-Agent RL Improve LLM Workflows? Workflow, Scale, and Policy-Sharing Tradeoffs
Paper • 2605.24202 • Published • 17
SkillAdaptor: Self-Adapting Skills for LLM Agents from Trajectories
Paper • 2606.01311 • Published • 35
upvoted 8
papers 8 days ago
AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation
Paper • 2605.28655 • Published • 11
Rethinking How to Remember: Beyond Atomic Facts in Lifelong LLM Agent Memory
Paper • 2605.19952 • Published • 10
SkillGrad: Optimizing Agent Skills Like Gradient Descent
Paper • 2605.27760 • Published • 27
Rethinking Memory as Continuously Evolving Connectivity
Paper • 2605.28773 • Published • 34
ScientistOne: Towards Human-Level Autonomous Research via Chain-of-Evidence
Paper • 2605.26340 • Published • 35
ResearchMath-14K: Scaling Research-Level Mathematics via Agents
Paper • 2605.28003 • Published • 49
Self-Improving Language Models with Bidirectional Evolutionary Search
Paper • 2605.28814 • Published • 59
Skill0.5: Joint Skill Internalization and Utilization for Out-of-Distribution Generalization in Agentic Reinforcement Learning
Paper • 2605.28424 • Published • 32