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Michael W. Mahoney

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Data-Efficient Operator Learning via Unsupervised Pretraining and In-Context Learning

Feb 24, 2024
Wuyang Chen, Jialin Song, Pu Ren, Shashank Subramanian, Dmitriy Morozov, Michael W. Mahoney

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KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization

Feb 07, 2024
Coleman Hooper, Sehoon Kim, Hiva Mohammadzadeh, Michael W. Mahoney, Yakun Sophia Shao, Kurt Keutzer, Amir Gholami

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SALSA: Sequential Approximate Leverage-Score Algorithm with Application in Analyzing Big Time Series Data

Dec 30, 2023
Ali Eshragh, Luke Yerbury, Asef Nazari, Fred Roosta, Michael W. Mahoney

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An LLM Compiler for Parallel Function Calling

Dec 07, 2023
Sehoon Kim, Suhong Moon, Ryan Tabrizi, Nicholas Lee, Michael W. Mahoney, Kurt Keutzer, Amir Gholami

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Temperature Balancing, Layer-wise Weight Analysis, and Neural Network Training

Dec 01, 2023
Yefan Zhou, Tianyu Pang, Keqin Liu, Charles H. Martin, Michael W. Mahoney, Yaoqing Yang

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DMLR: Data-centric Machine Learning Research -- Past, Present and Future

Nov 21, 2023
Luis Oala, Manil Maskey, Lilith Bat-Leah, Alicia Parrish, Nezihe Merve Gürel, Tzu-Sheng Kuo, Yang Liu, Rotem Dror, Danilo Brajovic, Xiaozhe Yao, Max Bartolo, William A Gaviria Rojas, Ryan Hileman, Rainier Aliment, Michael W. Mahoney, Meg Risdal, Matthew Lease, Wojciech Samek, Debojyoti Dutta, Curtis G Northcutt, Cody Coleman, Braden Hancock, Bernard Koch, Girmaw Abebe Tadesse, Bojan Karlaš, Ahmed Alaa, Adji Bousso Dieng, Natasha Noy, Vijay Janapa Reddi, James Zou, Praveen Paritosh, Mihaela van der Schaar, Kurt Bollacker, Lora Aroyo, Ce Zhang, Joaquin Vanschoren, Isabelle Guyon, Peter Mattson

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A PAC-Bayesian Perspective on the Interpolating Information Criterion

Nov 13, 2023
Liam Hodgkinson, Chris van der Heide, Robert Salomone, Fred Roosta, Michael W. Mahoney

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Equation Discovery with Bayesian Spike-and-Slab Priors and Efficient Kernels

Oct 09, 2023
Da Long, Wei W. Xing, Aditi S. Krishnapriyan, Robert M. Kirby, Shandian Zhe, Michael W. Mahoney

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Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs

Oct 04, 2023
Ilan Naiman, N. Benjamin Erichson, Pu Ren, Michael W. Mahoney, Omri Azencot

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