120 citations · 1.1k across the 101 of their papers we have counts for
3 papers · 1 filter
Txt2Vid: Ultra-Low Bitrate Compression of Talking-Head Videos via Text
Pulkit Tandon, Shubham Chandak, Pat Pataranutaporn +5
Video represents the majority of internet traffic today, driving a continual race between the generation of higher quality content, transmission of larger file sizes, and the devel…
An Information-Theoretic Justification for Model Pruning
Berivan Isik, Tsachy Weissman, Albert No
We study the neural network (NN) compression problem, viewing the tension between the compression ratio and NN performance through the lens of rate-distortion theory. We choose a d…
Neural Network Compression for Noisy Storage Devices
Berivan Isik, Kristy Choi, Xin Zheng +4
Compression and efficient storage of neural network (NN) parameters is critical for applications that run on resource-constrained devices. Despite the significant progress in NN mo…