Beomseok Kwon
3 papers · 2024–2025 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Taxonomy Completionist
(10)
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Hot Topic Early Bird
Top co-authors
Research topics
Keywords
weight quantization
(3)
model compression
(2)
parameter optimization
(1)
outlier handling
(1)
inference optimization
(1)
look-up table
(1)
matrix multiplication
(1)
generative language model
(1)
activation outlier
(1)
binary coding
(1)
large language model
(1)
token generation
(1)
binary quantization
(1)
uniform quantization
(1)
channel quantization
(1)
accuracy preservation
(1)
model quantization
(1)
Papers
Unifying Uniform and Binary-coding Quantization for Accurate Compression of Large Language Models
ACL 2025
LUT-GEMM: Quantized Matrix Multiplication based on LUTs for Efficient Inference in Large-Scale Generative Language Models
ICLR 2024
Rethinking Channel Dimensions to Isolate Outliers for Low-bit Weight Quantization of Large Language Models
ICLR 2024