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Wang Qinsi

2 accepted papers

2025

Dobi-SVD: Differentiable SVD for LLM Compression and Some New Perspectives

ICLR 2025poster

Large language models (LLMs) have sparked a new wave of AI applications; however, their substantial computational costs and memory demands pose significant challenges to democratizing access to LLMs for a broader audience. Singular Value Decomposition (SVD), a technique studied for decades, offers a…

Cited by 0SourcePDFScholar
2023

MathNAS: If Blocks Have a Role in Mathematical Architecture Design

NeurIPS 2023poster

Neural Architecture Search (NAS) has emerged as a favoured method for unearthing effective neural architectures. Recent development of large models has intensified the demand for faster search speeds and more accurate search results. However, designing large models by NAS is challenging due to the…