Heng Peng

DAMix: Exploiting Deep Autoregressive Model Zoo for Improving Lossless Compression Generalization

Deep generative models have demonstrated superior performance in lossless compression on identically distributed data. However, in real-world scenarios, data to be compressed are of various distributions and usually cannot be known in advance. Thus, commercially expected neural compression must have…