Mattina, Matthew

9 publications

NeurIPS 2022 UDC: Unified DNAS for Compressible TinyML Models for Neural Processing Units Igor Fedorov, Ramon Matas, Hokchhay Tann, Chuteng Zhou, Matthew Mattina, Paul Whatmough

ICML 2021 Debiasing Model Updates for Improving Personalized Federated Training Durmus Alp Emre Acar, Yue Zhao, Ruizhao Zhu, Ramon Matas, Matthew Mattina, Paul Whatmough, Venkatesh Saligrama

ICLR 2021 Federated Learning Based on Dynamic Regularization Durmus Alp Emre Acar, Yue Zhao, Ramon Matas, Matthew Mattina, Paul Whatmough, Venkatesh Saligrama

UAI 2021 On the Effects of Quantisation on Model Uncertainty in Bayesian Neural Networks Martin Ferianc, Partha Maji, Matthew Mattina, Miguel Rodrigues

ICCVW 2021 Towards Efficient Point Cloud Graph Neural Networks Through Architectural Simplification Shyam A. Tailor, René de Jong, Tiago Azevedo, Matthew Mattina, Partha Maji

ECCV 2020 Efficient Residue Number System Based Winograd Convolution Zhi-Gang Liu, Matthew Mattina

CVPRW 2020 Ternary MobileNets via Per-Layer Hybrid Filter Banks Dibakar Gope, Jesse G. Beu, Urmish Thakker, Matthew Mattina

IJCAI 2019 Learning Low-Precision Neural Networks Without Straight-Through Estimator (STE) Zhi Gang Liu, Matthew Mattina

NeurIPS 2019 SpArSe: Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers Igor Fedorov, Ryan P. Adams, Matthew Mattina, Paul Whatmough