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George A. Constantinides — most-cited papers & profile · Large Language Models
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George A. Constantinides
7
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Most-cited papers
Training with Fewer Bits: Unlocking Edge LLMs Training with Stochastic Rounding
2025
A3 : an Analytical Low-Rank Approximation Framework for Attention
2025
Revisiting Block-based Quantisation: What is Important for Sub-8-bit LLM Inference?
2023
LQER: Low-Rank Quantization Error Reconstruction for LLMs
2024
Unlocking the Global Synergies in Low-Rank Adapters
2024
BitMoD: Bit-serial Mixture-of-Datatype LLM Acceleration
2024
Top co-authors
Cheng Zhang
· 4
and Yiren Zhao
· 2
Jianyi Cheng
· 2
Marta Andronic
· 2
Yiren Zhao
· 2
Ahmed F. Abouelhamayed
· 1
Christos-Savvas Bouganis
· 1
Deniz G\"und\"uz
· 1
Ilia Shumailov
· 1
Jeffrey T. H. Wong
· 1
Mohamed S. Abdelfattah
· 1
Pedro Gimenes
· 1
Topics
cs.LG
RAG
cs.NA
math.NA
cs.CL
cs.AI
Uncategorized
Fine-Tuning
Efficiency
Model Architecture