Lottery Ticket Adaptation

Implementation of the KLMS framework by the authors of the AISTATS 2024 paper "Adaptive Compression in Federated Learning via Side Information".

Codebase for papers "Sandwiched Compression: Repurposing Standard Codecs with Neural Network Wrappers" and "Sandwiched Video Compression: Efficiently Extending the Reach of Standard Codecs with Neu…

Sandwiched Compression: Repurposing Standard Codecs with Neural Network Wrappers

Implementation of Randomly Rotating Simplex Coding (RRSC) algorithm by the authors of the NeurIPS 2023 paper "Exact Optimality of Communication-Privacy-Utility Tradeoffs in Distributed Mean Estimat…

Implementation of the FedPM framework by the authors of the ICLR 2023 paper "Sparse Random Networks for Communication-Efficient Federated Learning".

Implementation of the SuRP algorithm by the authors of the AISTATS 2022 paper "An Information-Theoretic Justification for Model Pruning".

Data compression in TensorFlow