8 citations · 8 across the 2 of their papers we have counts for
2 papers
cs.LG2022
Adaptive Differential Filters for Fast and Communication-Efficient Federated Learning
Daniel Becking, Heiner Kirchhoffer, Gerhard Tech +4
Federated learning (FL) scenarios inherently generate a large communication overhead by frequently transmitting neural network updates between clients and server. To minimize the c…
cs.LG2019★ 8 cited
DeepCABAC: Context-adaptive binary arithmetic coding for deep neural network compression
Simon Wiedemann, Heiner Kirchhoffer, Stefan Matlage +9
We present DeepCABAC, a novel context-adaptive binary arithmetic coder for compressing deep neural networks. It quantizes each weight parameter by minimizing a weighted rate-distor…