Whatmough, Paul
- GPTVQ: The Blessing of Dimensionality for LLM Quantization
2024/02/23 by Mart van Baalen, Andrey N. Kuzmin, van Baalen, Mart +14 · 14 citations
Computer Science · Decision Sciences · Physics and Astronomy · #Distributed and Parallel Computing Systems #Scientific Computing and Data Management #Atomic and Subatomic Physics Research
- Euphrates: Algorithm-SoC Co-Design for Low-Power Mobile Continuous Vision
2018/03/29 by Yuhao Zhu, Anand Samajdar, Zhu, Yuhao +5 · 4 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Advanced Vision and Imaging #CCD and CMOS Imaging Sensors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Sparse High Rank Adapters
2024/06/19 by Kartikeya Bhardwaj, Bhardwaj, Kartikeya, Nilesh Prasad Pandey +21 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Reservoir Computing #Parallel Computing and Optimization Techniques
- Mixture of Cache-Conditional Experts for Efficient Mobile Device Inference
2024/11/27 by Skliar, Andrii, van Rozendaal, Ties, Lepert, Romain +5 · 4 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
- Code Artifact for Efficient LLM Inference using Dynamic Input Pruning and Cache-Aware Masking
2024/12/02 by Marco Federici, Davide Belli, Federici, Marco +13 · 4 citations
Computer Science · #Advanced Data Compression Techniques #Algorithms and Data Compression #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- SMAUG: End-to-End Full-Stack Simulation Infrastructure for Deep Learning Workloads
2019/12/10 by Xi, Sam Likun, Yao, Yuan, Bhardwaj, Kshitij +3 · 1 citation
#Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- Rapid Switching and Multi-Adapter Fusion via Sparse High Rank Adapters
2024/07/22 by Bhardwaj, Kartikeya, Pandey, Nilesh Prasad, Priyadarshi, Sweta +9 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Restructurable Activation Networks
2022/08/17 by Bhardwaj, Kartikeya, Ward, James, Tung, Caleb +6 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (stat.ML)
- PerfSAGE: Generalized Inference Performance Predictor for Arbitrary Deep Learning Models on Edge Devices
2023/01/26 by Yuji Chai, Chai, Yuji, Devashree Tripathy +15 · 1 citation
Computer Science · Engineering · Materials Science · #Advanced Neural Network Applications #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Machine Learning in Materials Science #Performance (cs.PF)
- FPTQuant: Function-Preserving Transforms for LLM Quantization
2025/06/05 by Boris van Breugel, Yelysei Bondarenko, van Breugel, Boris +5 · 4 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Speech Recognition and Synthesis #Topic Modeling
- HadaNorm: Diffusion Transformer Quantization through Mean-Centered Transformations
2025/06/11 by Marco Federici, Riccardo Del Chiaro, Federici, Marco +7 · 3 citations
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Image Enhancement Techniques