Charbel Sakr

Analytical guarantees on numerical precision of deep neural networks

Charbel Sakr, Yongjune Kim, Naresh R. Shanbhag · 2017 · 63 citations

PredictiveNet: An energy-efficient convolutional neural network via zero prediction

Yingyan Lin, Charbel Sakr, Yongjune Kim et al. · 2017 · 58 citations

Convolutional Neural Network, Machine Vision, Machine Learning +14

A 95.6-TOPS/W Deep Learning Inference Accelerator With Per-Vector Scaled 4-bit Quantization in 5 nm

Ben Keller, Rangharajan Venkatesan, Steve Dai et al. · IEEE Journal of Solid-State Circuits · 2023 · 43 citations

Engineering, Machine Learning, Custom Accelerators +13

Optimizing Selective Protection for CNN Resilience

Abdulrahman Mahmoud, Siva Kumar Sastry Hari, Christopher W. Fletcher et al. · 2021 · 30 citations

Hardware Security, Convolutional Neural Network, Machine Vision +15

An Analytical Method to Determine Minimum Per-Layer Precision of Deep Neural Networks

Charbel Sakr, Naresh R. Shanbhag · 2018 · 29 citations

Artificial Intelligence, Minimum Per-layer Precision, Accuracy Degradation +15