Po-An Tsai

1. Sparseloop: An Analytical Approach To Sparse Tensor Accelerator Modeling
   2022/05/12 by Yannan Nellie Wu, Po-An Tsai, Wu, Yannan Nellie +7 · 10 citations
   Computer Science · Mathematics · #Advanced Data Storage Technologies #Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Parallel #Parallel Computing and Optimization Techniques #Tensor decomposition and applications #and Cluster Computing (cs.DC)
2. Demystifying Map Space Exploration for NPUs
   2022/10/07 by Sheng-Chun Kao, Kao, Sheng-Chun, Angshuman Parashar +5 · 1 citation
   Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Parallel #and Cluster Computing (cs.DC)
3. Enabling Unstructured Sparse Acceleration on Structured Sparse Accelerators
   2024/03/12 by Geonhwa Jeong, Jeong, Geonhwa, Po-An Tsai +7 · 1 citation
   Computer Science · Mathematics · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computational Physics and Python Applications #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Tensor decomposition and applications
4. SDQ: Sparse Decomposed Quantization for LLM Inference
   2024/06/19 by Geonhwa Jeong, Jeong, Geonhwa, Po-An Tsai +5 · 1 citation
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques
5. Utility-Driven Speculative Decoding for Mixture-of-Experts
   2025/06/17 by Anish Saxena, Saxena, Anish, Po-An Tsai +7 · 1 citation
   Computer Science · #Artificial Intelligence (cs.AI) #Distributed #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Parallel #Target Tracking and Data Fusion in Sensor Networks #and Cluster Computing (cs.DC)
6. Patterns behind Chaos: Forecasting Data Movement for Efficient Large-Scale MoE LLM Inference
   2025/10/07 by Yu Zhang, Yue Guan, Yu, Zhongkai +12 · 1 citation
   Computer Science · Engineering · #Cloud Computing and Resource Management #Advanced Database Systems and Queries #Traffic Prediction and Management Techniques