TCTO, a graph-based multi-agent RL method that prunes and backtracks over feature transformation paths, outperforms existing automated feature engineering methods on most of 25 tabular datasets.
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Collaborative Multi-Agent Reinforcement Learning for Automated Feature Transformation with Graph-Driven Path Optimization
TCTO, a graph-based multi-agent RL method that prunes and backtracks over feature transformation paths, outperforms existing automated feature engineering methods on most of 25 tabular datasets.