Accepted Papers
Here is a list of the accepted papers:
Fully Quantized Always-on Face Detector Considering Mobile Image Sensors - Haechang Lee (Seoul National University); Wongi Jeong (Seoul National University); Dongil Ryu (SK Hynix); Hyunwoo Je (SK hynix); Albert No (Hongik University); Kijeong Kim (SK Hynix); Se Young Chun (Seoul National University)*
A foundation for exact binarized morphological neural networks - Théodore Aouad (Université Paris-Saclay, Inria, CentraleSupelec)*; Hugues G Talbot (Centralesupelec)
BAQE: Backend-Adaptive DNN Deployment via Synchronous Bayesian Quantization and Hardware Configuration Exploration - Wenqian Zhao (The Chinese University of Hong Kong)*; Shuo Yin (The Chinese University of Hong Kong); Chen BAI (The Chinese University of Hong Kong); Zixiao Wang (The Chinese University of Hong Kong); Bei Yu (CUHK) [pdf]
Automated Heterogeneous Low-Bit Quantization of Multi-Model Deep Learning Inference Pipeline - Jayeeta Mondal (TCS Research)*; Swarnava Dey (TCS Research, Tata Consultancy Services Ltd.); Arijit Mukherjee (TCS Research) [pdf]
PolyLUT: Learning Piecewise Polynomials for Ultra-Low Latency FPGA LUT-based Inference - Marta Andronic (Imperial College London)*; George Constantinides (Imperial College London) [pdf]
GHN-QAT: Training Graph Hypernetworks to Predict Quantization-Robust Parameters of Unseen Limited Precision Neural Networks - Stone Yun (University of Waterloo)*; Alexander Wong (University of Waterloo) [pdf]
Where Should We Begin? A Low-Level Exploration of Weight Initialization Impact on Quantized Behaviour of Deep Neural Networks - Stone Yun (University of Waterloo)*; Alexander Wong (University of Waterloo) [pdf]
On Calibration of Modern Quantized Efficient Neural Networks - Joey Kuang (University of Waterloo)*; Alexander Wong (University of Waterloo) [pdf]
Domain-Specific Optimization for Quantized Optical AI Computing Systems - Jiaqi Gu (University of Texas at Austin)*; Yingjie Li (University of Utah); Cunxi Yu (University of Utah)
Oral Papers:
Fully Quantized Always-on Face Detector Considering Mobile Image Sensors - Haechang Lee (Seoul National University); Wongi Jeong (Seoul National University); Dongil Ryu (SK Hynix); Hyunwoo Je (SK hynix); Albert No (Hongik University); Kijeong Kim (SK Hynix); Se Young Chun (Seoul National University)* [video]
A foundation for exact binarized morphological neural networks - Théodore Aouad (Université Paris-Saclay, Inria, CentraleSupelec)*; Hugues G Talbot (Centralesupelec) [video]
BAQE: Backend-Adaptive DNN Deployment via Synchronous Bayesian Quantization and Hardware Configuration Exploration - Wenqian Zhao (The Chinese University of Hong Kong)*; Shuo Yin (The Chinese University of Hong Kong); Chen BAI (The Chinese University of Hong Kong); Zixiao Wang (The Chinese University of Hong Kong); Bei Yu (CUHK) [video]