Coleman Hooper

AI and Memory Wall

Amir Gholami, Zhewei Yao, Sehoon Kim et al. · IEEE Micro · 2024 · 204 citations

Artificial Intelligence, Engineering, Machine Learning +22

EdgeBERT: Sentence-Level Energy Optimizations for Latency-Aware Multi-Task NLP Inference

Thierry Tambe, Coleman Hooper, Lillian Pentecost et al. · 2021 · 95 citations

Artificial Intelligence, Llm Fine-tuning, Engineering +18

22.9 A 12nm 18.1TFLOPs/W Sparse Transformer Processor with Entropy-Based Early Exit, Mixed-Precision Predication and Fine-Grained Power Management

Thierry Tambe, Jeff Zhang, Coleman Hooper et al. · 2023 · 45 citations

Llm Fine-tuning, Engineering, Vlsi Design +23

9.8 A 25mm² SoC for IoT Devices with 18ms Noise-Robust Speech-to-Text Latency via Bayesian Speech Denoising and Attention-Based Sequence-to-Sequence DNN Speech Recognition in 16nm FinFET

Thierry Tambe, En-Yu Yang, Glenn G. Ko et al. · 2021 · 32 citations

Engineering, Speech Enhancement, Spoken Language Processing +25

Full Stack Optimization of Transformer Inference: a Survey

Sehoon Kim, Coleman Hooper, Thanakul Wattanawong et al. · arXiv (Cornell University) · 2023 · 27 citations · Full text

Mathematical Programming, Convolutional Neural Network, Engineering +19