LLMZero, an agentic system that optimizes training trajectories via tree search by diagnosing pathologies at each checkpoint and proposing coordinated multi-parameter transitions, discovers strategies that improve over the base model and over grid search and over grid search, consistently outperforming random search an...
Haoyang Fang, Wei Zhu, Boran Han et al.· arXiv.org· 2 citations
Structured data drives enterprise decision-making, yet building predictive pipelines for time-series and tabular modalities requires intensive feature engineering, model selection, and other ''tricks of the trade''. AutoGluon, an open source AutoML system, automates this through multi-layer stack ensembling, providing...
Boran Han, Nick Erickson, Abdul Fatir Ansari et al.· Proceedings of the 32nd ACM...· 0 citations
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