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cs.IT2022
Do Neural Networks Compress Manifolds Optimally?
Sourbh Bhadane, Aaron B. Wagner, Johannes Ballé
Artificial Neural-Network-based (ANN-based) lossy compressors have recently obtained striking results on several sources. Their success may be ascribed to an ability to identify th…
cs.IT2022
On One-Bit Quantization
Sourbh Bhadane, Aaron B. Wagner
We consider the one-bit quantizer that minimizes the mean squared error for a source living in a real Hilbert space. The optimal quantizer is a projection followed by a thresholdin…