Paul N. Whatmough

1. Federated Learning Based on Dynamic Regularization
   2021/11/08 by Durmus Alp Emre Acar, Yue Zhao, Acar, Durmus Alp Emre +8 · 58 citations
   Computer Science · #Distributed #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
2. SpArSe: Sparse Architecture Search for CNNs on Resource-Constrained Microcontrollers
   2019/05/28 by Igor Fedorov, Fedorov, Igor, Ryan P. Adams +5 · 1 voice · 3 citations
   Computer Science · #Advanced Neural Network Applications #Anomaly Detection Techniques and Applications #Video Surveillance and Tracking Methods #cs.CV #cs.LG
3. GPTVQ: The Blessing of Dimensionality for LLM Quantization
   2024/02/23 by Mart van Baalen, Andrey N. Kuzmin, van Baalen, Mart +14 · 13 citations
   Computer Science · Decision Sciences · Physics and Astronomy · #Distributed and Parallel Computing Systems #Scientific Computing and Data Management #Atomic and Subatomic Physics Research
4. S2TA: Exploiting Structured Sparsity for Energy-Efficient Mobile CNN Acceleration
   2021/07/16 by Zhigang Liu, Paul N. Whatmough, Liu, Zhi-Gang +5 · 7 citations
   Computer Science · Engineering · #Advanced Neural Network Applications #Energy Harvesting in Wireless Networks #Machine Learning and ELM
5. Euphrates: Algorithm-SoC Co-Design for Low-Power Mobile Continuous Vision
   2018/03/29 by Yuhao Zhu, Anand Samajdar, Zhu, Yuhao +5 · 3 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
6. AnalogNets: ML-HW Co-Design of Noise-robust TinyML Models and Always-On Analog Compute-in-Memory Accelerator
   2021/11/10 by Chuteng Zhou, Fernando Garćıa-Redondo, Zhou, Chuteng +17 · 2 citations
   Engineering · Computer Science · #Advanced Memory and Neural Computing #Neural Networks and Reservoir Computing #CCD and CMOS Imaging Sensors
7. FixyNN: Efficient Hardware for Mobile Computer Vision via Transfer\n Learning
   2019/02/26 by Paul N. Whatmough, Whatmough, Paul N., Chuteng Zhou +9 · 4 citations
   Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #CCD and CMOS Imaging Sensors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
8. Sparse High Rank Adapters
   2024/06/19 by Kartikeya Bhardwaj, Bhardwaj, Kartikeya, Nilesh Prasad Pandey +21 · 3 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
9. 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)
10. PerfSAGE: Generalized Inference Performance Predictor for Arbitrary Deep Learning Models on Edge Devices
    2023/01/26 by Yuji Chai, Devashree Tripathy, Chai, Yuji +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)
11. 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
12. KaVa: Latent Reasoning via Compressed KV-Cache Distillation
    2025/10/02 by Anna Kuzina, Maciej Pioro, Kuzina, Anna +5 · 1 citation
    Computer Science · #Natural Language Processing Techniques