Abdelfattah, Mohamed S.
- BRP-NAS: Prediction-based NAS using GCNs
2020/07/16 by Łukasz Dudziak, Dudziak, Łukasz, Thomas Chau +9 · 14 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #FOS: Computer and information sciences #FOS: Electrical engineering #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Palu: Compressing KV-Cache with Low-Rank Projection
2024/07/30 by Chi-Chih Chang, Wei-Cheng Lin, Chang, Chi-Chih +15 · 21 citations
Computer Science · #Artificial Intelligence (cs.AI) #Embedded Systems Design Techniques #FOS: Computer and information sciences #Interconnection Networks and Systems #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques
- Zero-Cost Proxies for Lightweight NAS
2021/01/20 by Abdelfattah, Mohamed S., Mehrotra, Abhinav, Dudziak, Łukasz +1 · 10 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
- Adaptable Butterfly Accelerator for Attention-based NNs via Hardware and Algorithm Co-design
2022/09/20 by Hongxiang Fan, Fan, Hongxiang, Thomas Chau +13 · 7 citations
Computer Science · Engineering · #Advanced Neural Network Applications #CCD and CMOS Imaging Sensors #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Image Enhancement Techniques #Machine Learning (cs.LG)
- DLA: Compiler and FPGA Overlay for Neural Network Inference Acceleration
2018/07/13 by Abdelfattah, Mohamed S., Han, David, Bitar, Andrew +8 · 4 citations
#Distributed #FOS: Computer and information sciences #FOS: Electrical engineering #Hardware Architecture (cs.AR) #Parallel #Signal Processing (eess.SP) #and Cluster Computing (cs.DC) #electronic engineering #information engineering
- FlashDLM: Accelerating Diffusion Language Model Inference via Efficient KV Caching and Guided Diffusion
2025/05/27 by Zhanqiu Hu, Hu, Zhanqiu, Jian Meng +11 · 23 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques
- BitMoD: Bit-serial Mixture-of-Datatype LLM Acceleration
2024/11/18 by Yuzong Chen, Chen, Yuzong, Ahmed F. AbouElhamayed +11 · 10 citations
Computer Science · #Advanced Data Compression Techniques #Neural Networks and Applications #Algorithms and Data Compression
- Regression Language Models for Code
2025/09/30 by Yash Akhauri, Akhauri, Yash, Xingyou Song +7 · 1 voice · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Performance (cs.PF) #Software Engineering (cs.SE) #cs.AI #cs.CL #cs.LG #cs.PF #cs.SE
- Zero-Cost Operation Scoring in Differentiable Architecture Search
2021/06/12 by Lichuan Xiang, Xiang, Lichuan, Łukasz Dudziak +9 · 2 citations
Computer Science · Materials Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science
- Learning from Students: Applying t-Distributions to Explore Accurate and Efficient Formats for LLMs
2024/05/06 by Jordan Dotzel, Dotzel, Jordan, Bahaa Kotb +12 · 4 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Educational Technology and Assessment #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mathematics, Computing, and Information Processing #Natural Language Processing Techniques
- xKV: Cross-Layer SVD for KV-Cache Compression
2025/03/24 by Chang, Chi-Chih, Lin, Chien-Yu, Akhauri, Yash +4 · 7 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- On Latency Predictors for Neural Architecture Search
2024/03/04 by Yash Akhauri, Akhauri, Yash, Mohamed S. Abdelfattah +1 · 3 citations
Computer Science · #Machine Learning and Data Classification #Advanced Image and Video Retrieval Techniques
- Performance Prediction for Large Systems via Text-to-Text Regression
2025/06/26 by Yash Akhauri, Akhauri, Yash, Lewandowski, Bryan +14 · 10 citations
Computer Science · Materials Science · #Software System Performance and Reliability #Machine Learning in Materials Science #Distributed and Parallel Computing Systems
- M4BRAM: Mixed-Precision Matrix-Matrix Multiplication in FPGA Block RAMs
2023/11/05 by Yuzong Chen, Chen, Yuzong, Jordan Dotzel +3 · 2 citations
Computer Science · Neuroscience · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Brain Tumor Detection and Classification #FOS: Computer and information sciences #Hardware Architecture (cs.AR)
- Best of Both Worlds: AutoML Codesign of a CNN and its Hardware\n Accelerator
2020/02/11 by Mohamed S. Abdelfattah, Abdelfattah, Mohamed S., Łukasz Dudziak +9 · 1 citation
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning and Data Classification #Signal Processing (eess.SP) #electronic engineering #information engineering
- BBS: Bi-directional Bit-level Sparsity for Deep Learning Acceleration
2024/09/08 by Chen, Yuzong, Meng, Jian, Seo, Jae-sun +1 · 2 citations
#FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
- Kratos: An FPGA Benchmark for Unrolled DNNs with Fine-Grained Sparsity and Mixed Precision
2024/07/08 by Xilai Dai, Dai, Xilai, Yuzong Chen +3 · 2 citations
Engineering · Neuroscience · #Advanced Memory and Neural Computing #Brain Tumor Detection and Classification #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR)
- PQA: Exploring the Potential of Product Quantization in DNN Hardware Acceleration
2023/05/25 by AbouElhamayed, Ahmed F., Cui, Angela, Fernandez-Marques, Javier +2 · 1 citation
#FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
- FLIQS: One-Shot Mixed-Precision Floating-Point and Integer Quantization Search
2023/08/07 by Dotzel, Jordan, Wu, Gang, Li, Andrew +9 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- RaZeR: Pushing the Limits of NVFP4 Quantization with Redundant Zero Remapping
2025/01/06 by Xilai Dai, Chen, Yuzong, Dai, Xilai +10 · 2 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Encodings for Prediction-based Neural Architecture Search
2024/03/04 by Akhauri, Yash, Abdelfattah, Mohamed S. · 2 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
- SplitReason: Learning To Offload Reasoning
2025/04/23 by Yash Akhauri, Anthony Fei, Akhauri, Yash +9 · 2 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning #Multi-Agent Systems and Negotiation #Semantic Web and Ontologies
- Multi-Predict: Few Shot Predictors For Efficient Neural Architecture Search
2023/06/04 by Yash Akhauri, Mohamed S. Abdelfattah, Akhauri, Yash +1 · 1 citation
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Machine Learning and Data Classification #Performance (cs.PF)
- BRAMAC: Compute-in-BRAM Architectures for Multiply-Accumulate on FPGAs
2023/04/08 by Chen, Yuzong, Abdelfattah, Mohamed S. · 1 citation
#FOS: Computer and information sciences #Hardware Architecture (cs.AR)
- Quamba2: A Robust and Scalable Post-training Quantization Framework for Selective State Space Models
2025/03/28 by Hung-Yueh Chiang, Chiang, Hung-Yueh, Chi-Chih Chang +9 · 3 citations
Engineering · Physics and Astronomy · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Control Systems and Identification #FOS: Computer and information sciences #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Performance (cs.PF)
- Accelerating Large-Scale Reasoning Model Inference with Sparse Self-Speculative Decoding
2025/12/01 by Yilong Zhao, Jiaming Tang, Zhao, Yilong +21 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #Big Data and Digital Economy #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
- SparAMX: Accelerating Compressed LLMs Token Generation on AMX-powered CPUs
2025/02/18 by Ahmed F. AbouElhamayed, Jordan Dotzel, AbouElhamayed, Ahmed F. +15 · 1 citation
Computer Science · #Advanced Data Storage Technologies #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Performance (cs.PF)