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cs.CV2025
HyperVQ: Enabling Hyperprior Entropy Modeling for VQ-Based Generative Image Compression
Niu Yi, Xu Tianyi, Ma Mingming +1
Vector Quantization (VQ) based generative image compression has achieved remarkable perceptual quality. However, existing VQ codecs suffer from two fundamental limitations. First,…
cs.LG2025
Large Language Model Compression via the Nested Activation-Aware Decomposition
Jun Lu, Tianyi Xu, Bill Ding +2
In this paper, we tackle the critical challenge of compressing large language models (LLMs) to facilitate their practical deployment and broader adoption. We introduce a novel post…