A framework that uses LLM suggestions, retrieved past experience, and adaptive triggering to speed up RL search for data preprocessing pipelines, showing improved accuracy on 18 tabular datasets.
Agile data preparation & exploration for cloud machine learning
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.DB 1years
2025 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
LLaPipe: LLM-Guided Reinforcement Learning for Automated Data Preparation Pipeline Construction
A framework that uses LLM suggestions, retrieved past experience, and adaptive triggering to speed up RL search for data preprocessing pipelines, showing improved accuracy on 18 tabular datasets.