Chatham County
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Smooth Hess: ReLU Network Feature Interactions via Stein's Lemma
SmoothHess is applied post-hoc, requires no modifications to the ReLU network architecture, and the extent of smoothing can be controlled explicitly.
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Park: An Open Platform for Learning-Augmented Computer Systems
Hongzi Mao, Parimarjan Negi, Akshay Narayan, Hanrui Wang, Jiacheng Yang, Haonan Wang, Ryan Marcus, ravichandra addanki, Mehrdad Khani Shirkoohi, Songtao He, Vikram Nathan, Frank Cangialosi, Shaileshh Venkatakrishnan, Wei-Hung Weng, Song Han, Tim Kraska, Dr.Mohammad Alizadeh
Neural Information Processing Systems http://nips.cc/
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Winner-Take-AllColumnRowSamplingforMemory EfficientAdaptationofLanguageModel
By replacing the linear operation with our approximated one in transformers, we can achieve up to 2.7 peak memory reduction with almost no accuracy drop and enables up to6.4 larger batch size.
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