no code implementations • 12 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.
1 code implementation • 14 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.
no code implementations • 14 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 $O(1)$.