Ahmed F. AbouElhamayed

12 papers A* 3Journal 9
YearRankTypeTitle / Venue / Authors
2026 J jnl
Bit-Serial Acceleration of LLM Inference With Mixture-of-Datatype Quantization.
IEEE Trans. Computers
Yuzong Chen, Chi-Chih Chang, Xilai Dai, Ahmed F. AbouElhamayed, Marta Andronic, George A. Constantinides, Mohamed S. Abdelfattah
2025 A* conf
BitMoD: Bit-serial Mixture-of-Datatype LLM Acceleration.
HPCA
Yuzong Chen, Ahmed F. AbouElhamayed, Xilai Dai, Yang Wang, Marta Andronic, George A. Constantinides, Mohamed S. Abdelfattah
2025 J jnl
PQA: Exploring the Potential of Product Quantization in DNN Hardware Acceleration.
ACM Trans. Reconfigurable Technol. Syst.
Ahmed F. AbouElhamayed, Angela Cui, Javier Fernández-Marqués, Nicholas D. Lane, Mohamed S. Abdelfattah
2025 J jnl
SparAMX: Accelerating Compressed LLMs Token Generation on AMX-powered CPUs.
CoRR
Ahmed F. AbouElhamayed, Jordan Dotzel, Yash Akhauri, Chi-Chih Chang, Sameh Gobriel, J. Pablo Muñoz, Vui Seng Chua, Nilesh Jain, Mohamed S. Abdelfattah
2025 J jnl
SplitReason: Learning To Offload Reasoning.
CoRR
Yash Akhauri, Anthony Fei, Chi-Chih Chang, Ahmed F. AbouElhamayed, Yueying Li, Mohamed S. Abdelfattah
2025 J jnl
TokenButler: Token Importance is Predictable.
CoRR
Yash Akhauri, Ahmed F. AbouElhamayed, Yifei Gao, Chi-Chih Chang, Nilesh Jain, Mohamed S. Abdelfattah
2024 A* conf
Beyond Inference: Performance Analysis of DNN Server Overheads for Computer Vision.
DAC
Ahmed F. AbouElhamayed, Susanne Balle, Deshanand P. Singh, Mohamed S. Abdelfattah
2024 J jnl
Beyond Inference: Performance Analysis of DNN Server Overheads for Computer Vision.
CoRR
Ahmed F. AbouElhamayed, Susanne Balle, Deshanand P. Singh, Mohamed S. Abdelfattah
2024 J jnl
BitMoD: Bit-serial Mixture-of-Datatype LLM Acceleration.
CoRR
Yuzong Chen, Ahmed F. AbouElhamayed, Xilai Dai, Yang Wang, Marta Andronic, George A. Constantinides, Mohamed S. Abdelfattah
2024 A* conf
ShadowLLM: Predictor-based Contextual Sparsity for Large Language Models.
EMNLP
Yash Akhauri, Ahmed F. AbouElhamayed, Jordan Dotzel, Zhiru Zhang, Alexander M. Rush, Safeen Huda, Mohamed S. Abdelfattah
2024 J jnl
ShadowLLM: Predictor-based Contextual Sparsity for Large Language Models.
CoRR
Yash Akhauri, Ahmed F. AbouElhamayed, Jordan Dotzel, Zhiru Zhang, Alexander M. Rush, Safeen Huda, Mohamed S. Abdelfattah
2023 J jnl
Are We There Yet? Product Quantization and its Hardware Acceleration.
CoRR
Javier Fernández-Marqués, Ahmed F. AbouElhamayed, Nicholas D. Lane, Mohamed S. Abdelfattah