Tag: LLM agents
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ML-Agent: Autonomous ML Engineering with Reinforced LLMs
Discover ML-Agent, a reinforced LLM agent that boosts autonomous machine learning engineering with efficient reinforcement learning and low computational c...
Training-Free Time Series Classification with LLM Agents
Discover FETA, a training-free framework using LLM agents for accurate, efficient time series classification without labeled data or pretraining.
Understanding the Tool-Use Tax in LLM Agents
Explore the tool-use tax in LLM agents and how G-STEP improves tool-augmented reasoning by reducing performance losses in AI models.
Experience Reuse in LLM Agents: Memory-Based Continual Learning
Explore how memory-augmented LLM agents reuse experiences, addressing continual learning challenges through novel memory representation and retrieval metho...
CARE Methodology: Systematic AI Agent Engineering with Experts
Discover CARE, a three-party design method for engineering AI agents with experts, developers, and helper agents to boost efficiency and accuracy.