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cs.LG2024★ 1 cited
Lossless and Near-Lossless Compression for Foundation Models
Moshik Hershcovitch, Leshem Choshen, Andrew Wood +4
With the growth of model sizes and scale of their deployment, their sheer size burdens the infrastructure requiring more network and more storage to accommodate these. While there…
cs.LG2022
Non-Volatile Memory Accelerated Posterior Estimation
Andrew Wood, Moshik Hershcovitch, Daniel Waddington +2
Bayesian inference allows machine learning models to express uncertainty. Current machine learning models use only a single learnable parameter combination when making predictions,…