McDanel, Bradley

1. BranchyNet: Fast Inference via Early Exiting from Deep Neural Networks
   2017/09/06 by Surat Teerapittayanon, Teerapittayanon, Surat, Bradley McDanel +3 · 105 citations
   Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
2. Distributed Deep Neural Networks over the Cloud, the Edge and End Devices
   2017/09/06 by Surat Teerapittayanon, Teerapittayanon, Surat, Bradley McDanel +3 · 17 citations
   Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Distributed Sensor Networks and Detection Algorithms
3. FAST: DNN Training Under Variable Precision Block Floating Point with Stochastic Rounding
   2021/10/28 by Sai Qian Zhang, Bradley McDanel, Zhang, Sai Qian +3 · 6 citations
   Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications #Numerical Methods and Algorithms
4. Packing Sparse Convolutional Neural Networks for Efficient Systolic Array Implementations: Column Combining Under Joint Optimization
   2018/11/07 by H. T. Kung, Kung, H. T., Bradley McDanel +3 · 5 citations
   Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM
5. Embedded Binarized Neural Networks
   2017/09/06 by Bradley McDanel, McDanel, Bradley, Surat Teerapittayanon +3 · 3 citations
   Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM
6. Accelerating DNN Training with Structured Data Gradient Pruning
   2022/02/01 by Bradley McDanel, McDanel, Bradley, Helia Dinh +3 · 2 citations
   Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM
7. Speculative Decoding and Beyond: An In-Depth Survey of Techniques
   2025/02/27 by Yi Hu, Hu, Yunhai, Zining Liu +8 · 9 citations
   Computer Science · #Cellular Automata and Applications #Computation and Language (cs.CL) #FOS: Computer and information sciences
8. AMUSD: Asynchronous Multi-Device Speculative Decoding for LLM Acceleration
   2024/10/22 by Bradley McDanel, McDanel, Bradley · 4 citations
   Engineering · Physics and Astronomy · #Computation and Language (cs.CL) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Magnetic confinement fusion research #Parallel #Particle Accelerators and Free-Electron Lasers #Particle accelerators and beam dynamics #and Cluster Computing (cs.DC)