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Qingyao Sun

2 papers hereh-index 2429 citations2 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG2
same name
  • Qingyao Sun — 2 papers
  • Qingyao Sun — 1 paper, h 3

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

most citedQTIP: Quantization with Trellises and Incoherence Processing

3 citations · 4 across the 2 of their papers we have counts for

collaborators

2 papers

cs.LG2024★ 3 cited

QTIP: Quantization with Trellises and Incoherence Processing

Albert Tseng, Qingyao Sun, David Hou +1

Post-training quantization (PTQ) reduces the memory footprint of LLMs by quantizing weights to low-precision datatypes. Since LLM inference is usually memory-bound, PTQ methods can…

cs.LG2024★ 1 cited

QuIP#: Even Better LLM Quantization with Hadamard Incoherence and Lattice Codebooks

Albert Tseng, Jerry Chee, Qingyao Sun +2

Post-training quantization (PTQ) reduces the memory footprint of LLMs by quantizing their weights to low-precision. In this work, we introduce QuIP#, a weight-only PTQ method that…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.