Search Results for author: Miloš Nikolić

Found 4 papers, 0 papers with code

Finding the last bits of positional information

no code implementations10 Dec 2023 Lauren McGough, Helena Casademunt, Miloš Nikolić, Mariela D. Petkova, Thomas Gregor, William Bialek

In a developing embryo, information about the position of cells is encoded in the concentrations of "morphogen" molecules.

Position

Schrödinger's FP: Dynamic Adaptation of Floating-Point Containers for Deep Learning Training

no code implementations28 Apr 2022 Miloš Nikolić, Enrique Torres Sanchez, Jiahui Wang, Ali Hadi Zadeh, Mostafa Mahmoud, Ameer Abdelhadi, Andreas Moshovos

We introduce a software-hardware co-design approach to reduce memory traffic and footprint during training with BFloat16 or FP32 boosting energy efficiency and execution time performance.

BitPruning: Learning Bitlengths for Aggressive and Accurate Quantization

no code implementations8 Feb 2020 Miloš Nikolić, Ghouthi Boukli Hacene, Ciaran Bannon, Alberto Delmas Lascorz, Matthieu Courbariaux, Yoshua Bengio, Vincent Gripon, Andreas Moshovos

Neural networks have demonstrably achieved state-of-the art accuracy using low-bitlength integer quantization, yielding both execution time and energy benefits on existing hardware designs that support short bitlengths.

Quantization

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