SinReQ: Generalized Sinusoidal Regularization for Low-Bitwidth Deep Quantized Training. Ahmed T. Elthakeb, Prannoy Pilligundla, and Hadi Esmaeilzadeh.
Learning automatic schedulers with projective reparameterization. Ajay Jain, and Saman Amarasinghe
Ithemal: Accurate, Portable and Fast Basic Block Throughput Estimation using Deep Neural Networks. Charith Mendis, Alex Renda, Saman Amarasinghe, and Michael Carbin.
Best Paper Award
AutoRank: Automated Rank Selection for Effective Neural Network Customization. Mohammad Samragh, Mojan Javaheripi, and Farinaz Koushanfar.
Optimal Learning-Based Network Protocol Selection. Xiaoxi Zhang, Siqi Chen, Youngbin Im, Maria Gorlotova, Sangtae Ha, and Carlee Joe-Wong.