Search Results for author: Je-Yong Lee

Found 3 papers, 1 papers with code

CATS: Contextually-Aware Thresholding for Sparsity in Large Language Models

no code implementations12 Apr 2024 Je-Yong Lee, DongHyun Lee, Genghan Zhang, Mo Tiwari, Azalia Mirhoseini

We demonstrate that CATS can be applied to various base models, including Mistral-7B and Llama2-7B, and outperforms existing sparsification techniques in downstream task performance.

Faster Maximum Inner Product Search in High Dimensions

no code implementations14 Dec 2022 Mo Tiwari, Ryan Kang, Je-Yong Lee, DongHyun Lee, Chris Piech, Sebastian Thrun, Ilan Shomorony, Martin Jinye Zhang

We provide theoretical guarantees that BanditMIPS returns the correct answer with high probability, while improving the complexity in $d$ from $O(\sqrt{d})$ to $O(1)$.

Multi-Armed Bandits Recommendation Systems +1

MABSplit: Faster Forest Training Using Multi-Armed Bandits

1 code implementation14 Dec 2022 Mo Tiwari, Ryan Kang, Je-Yong Lee, Sebastian Thrun, Chris Piech, Ilan Shomorony, Martin Jinye Zhang

We present an algorithm that accelerates the training of random forests and other popular tree-based learning methods.

Feature Importance Multi-Armed Bandits

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