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All SourcesarXiv
#MLE-Bench

MARS: Modular Agent with Reflective Search for Automated AI Research

Intermediate
Jiefeng Chen, Bhavana Dalvi Mishra et al.Feb 2arXiv

MARS is an AI agent that runs AI research like a careful scientist and thrifty engineer at the same time.

#MARS#budget-aware MCTS#reflective memory

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Toward Ultra-Long-Horizon Agentic Science: Cognitive Accumulation for Machine Learning Engineering

Intermediate
Xinyu Zhu, Yuzhu Cai et al.Jan 15arXiv

This paper builds an AI agent, ML-Master 2.0, that can work on machine learning projects for a very long time without forgetting what matters.

#Hierarchical Cognitive Caching#cognitive accumulation#ultra-long-horizon autonomy

Not triaged yet