Papers3

#MLE-Bench

SciDER: Scientific Data-centric End-to-end Researcher

SciDER is a team of smart AI helpers that can run almost the whole research process: think of ideas, read raw data, write and run code, and improve itself with feedback.

#data-centric AI#AI research agent#self-evolving memory

Not triaged yet

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

Not triaged yet

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