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cs.LG2024
SLaNC: Static LayerNorm Calibration
Mahsa Salmani, Nikita Trukhanov, Ilya Soloveychik
The ever increasing sizes of Large Language Models (LLMs) beyond hundreds of billions of parameters have generated enormous pressure on the manufacturers of dedicated hardware acce…
cs.LG2022
Block Format Error Bounds and Optimal Block Size Selection
Ilya Soloveychik, Ilya Lyubomirsky, Xin Wang +1
The amounts of data that need to be transmitted, processed, and stored by the modern deep neural networks have reached truly enormous volumes in the last few years calling for the…