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20172021
most citedDeep Convolutional Neural Network Inference with Floating-point Weights and Fixed-point Activations

85 citations · 166 across the 5 of their papers we have counts for

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Showing 2019Show all

2 papers · 1 filter

cs.LG2019★ 3 cited

EdgeAI: A Vision for Deep Learning in IoT Era

Kartikeya Bhardwaj, Naveen Suda, Radu Marculescu

The significant computational requirements of deep learning present a major bottleneck for its large-scale adoption on hardware-constrained IoT-devices. Here, we envision a new par…

stat.ML2019★ 30 cited

Dream Distillation: A Data-Independent Model Compression Framework

Kartikeya Bhardwaj, Naveen Suda, Radu Marculescu

Model compression is eminently suited for deploying deep learning on IoT-devices. However, existing model compression techniques rely on access to the original or some alternate da…