Search Results for author: Jiake Tian

Found 2 papers, 0 papers with code

A General Error-Theoretical Analysis Framework for Constructing Compression Strategies

no code implementations19 Feb 2025 Boyang Zhang, Daning Cheng, Yunquan Zhang, Meiqi Tu, Fangmin Liu, Jiake Tian

The exponential growth in parameter size and computational complexity of deep models poses significant challenges for efficient deployment.

Quantization

Lossless Model Compression via Joint Low-Rank Factorization Optimization

no code implementations9 Dec 2024 Boyang Zhang, Daning Cheng, Yunquan Zhang, Fangmin Liu, Jiake Tian

Low-rank factorization is a popular model compression technique that minimizes the error $\delta$ between approximated and original weight matrices.

Model Compression Model Optimization

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