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Yipeng Ma

2 accepted papers

2024

Unlocking Data-free Low-bit Quantization with Matrix Decomposition for KV Cache Compression

ACL 2024long

Key-value (KV) caching is an important technique to accelerate the inference of large language models (LLMs), but incurs significant memory overhead. To compress the size of KV cache, existing methods often compromise precision or require extra data for calibration, limiting their practicality in LL…

2021

Real-Time Image Enhancer via Learnable Spatial-Aware 3D Lookup Tables

ICCV 2021poster

Recently, deep learning-based image enhancement algorithms achieved state-of-the-art (SOTA) performance on several publicly available datasets. However, most existing methods fail to meet practical requirements either for visual perception or for computation efficiency, especially for high-resolutio…

Cited by 98PDFScholar