Po-An Tsai

Publication Activity (10 Years)

Years Active: 2012-2024
Publications (10 Years): 30

Top Topics

Tensor Decomposition

Instruction Set

Memory Hierarchy

Top Venues

Publications

Geonhwa Jeong, Po-An Tsai, Stephen W. Keckler, Tushar Krishna
SDQ: Sparse Decomposed Quantization for LLM Inference. CoRR (2024)
Geonhwa Jeong, Po-An Tsai, Abhimanyu Rajeshkumar Bambhaniya, Stephen W. Keckler, Tushar Krishna
Abstracting Sparse DNN Acceleration via Structured Sparse Tensor Decomposition. CoRR (2024)
Qijing Huang, Po-An Tsai, Joel S. Emer, Angshuman Parashar
Mind the Gap: Attainable Data Movement and Operational Intensity Bounds for Tensor Algorithms. ISCA (2024)
Michael Pellauer, Jason Clemons, Vignesh Balaji, Neal Clayton Crago, Aamer Jaleel, Donghyuk Lee, Mike O'Connor, Anghsuman Parashar, Sean Treichler, Po-An Tsai, Stephen W. Keckler, Joel S. Emer
Symphony: Orchestrating Sparse and Dense Tensors with Hierarchical Heterogeneous Processing. ACM Trans. Comput. Syst. 41 (2023)
Toluwanimi O. Odemuyiwa, Hadi Asghari Moghaddam, Michael Pellauer, Kartik Hegde, Po-An Tsai, Neal Clayton Crago, Aamer Jaleel, John D. Owens, Edgar Solomonik, Joel S. Emer, Christopher W. Fletcher
Accelerating Sparse Data Orchestration via Dynamic Reflexive Tiling. ASPLOS (3) (2023)
Toluwanimi O. Odemuyiwa, Hadi Asghari Moghaddam, Michael Pellauer, Kartik Hegde, Po-An Tsai, Neal Clayton Crago, Aamer Jaleel, John D. Owens, Edgar Solomonik, Joel S. Emer, Christopher W. Fletcher
Accelerating Sparse Data Orchestration via Dynamic Reflexive Tiling (Extended Abstract). HOPC@SPAA (2023)
Guyue Huang, Zhengyang Wang, Po-An Tsai, Chen Zhang, Yufei Ding, Yuan Xie
RM-STC: Row-Merge Dataflow Inspired GPU Sparse Tensor Core for Energy-Efficient Sparse Acceleration. MICRO (2023)
Yannan Nellie Wu, Po-An Tsai, Saurav Muralidharan, Angshuman Parashar, Vivienne Sze, Joel Emer
HighLight: Efficient and Flexible DNN Acceleration with Hierarchical Structured Sparsity. MICRO (2023)
Yannan Nellie Wu, Po-An Tsai, Saurav Muralidharan, Angshuman Parashar, Vivienne Sze, Joel S. Emer
HighLight: Efficient and Flexible DNN Acceleration with Hierarchical Structured Sparsity. CoRR (2023)
Yunan Zhang, Po-An Tsai, Hung-Wei Tseng
: a generalized matrix instruction set for accelerating tensor computation beyond GEMM. ISCA (2022)
Yannan Nellie Wu, Po-An Tsai, Angshuman Parashar, Vivienne Sze, Joel S. Emer
Sparseloop: An Analytical Approach To Sparse Tensor Accelerator Modeling. CoRR (2022)
Mark Horeni, Pooria Taheri, Po-An Tsai, Angshuman Parashar, Joel S. Emer, Siddharth Joshi
Ruby: Improving Hardware Efficiency for Tensor Algebra Accelerators Through Imperfect Factorization. ISPASS (2022)
Yannan Nellie Wu, Po-An Tsai, Angshuman Parashar, Vivienne Sze, Joel S. Emer
Sparseloop: An Analytical Approach To Sparse Tensor Accelerator Modeling. MICRO (2022)
Yunan Zhang, Po-An Tsai, Hung-Wei Tseng
: A Generalized Matrix Instruction Set for Accelerating Tensor Computation beyond GEMM. CoRR (2022)
Sheng-Chun Kao, Angshuman Parashar, Po-An Tsai, Tushar Krishna
Demystifying Map Space Exploration for NPUs. CoRR (2022)
Sheng-Chun Kao, Angshuman Parashar, Po-An Tsai, Tushar Krishna
Demystifying Map Space Exploration for NPUs. IISWC (2022)
Geonhwa Jeong, Gokcen Kestor, Prasanth Chatarasi, Angshuman Parashar, Po-An Tsai, Sivasankaran Rajamanickam, Roberto Gioiosa, Tushar Krishna
Union: A Unified HW-SW Co-Design Ecosystem in MLIR for Evaluating Tensor Operations on Spatial Accelerators. CoRR (2021)
Kartik Hegde, Po-An Tsai, Sitao Huang, Vikas Chandra, Angshuman Parashar, Christopher W. Fletcher
Mind Mappings: Enabling Efficient Algorithm-Accelerator Mapping Space Search. CoRR (2021)
Geonhwa Jeong, Gokcen Kestor, Prasanth Chatarasi, Angshuman Parashar, Po-An Tsai, Sivasankaran Rajamanickam, Roberto Gioiosa, Tushar Krishna
Union: A Unified HW-SW Co-Design Ecosystem in MLIR for Evaluating Tensor Operations on Spatial Accelerators. PACT (2021)
Kartik Hegde, Po-An Tsai, Sitao Huang, Vikas Chandra, Angshuman Parashar, Christopher W. Fletcher
Mind mappings: enabling efficient algorithm-accelerator mapping space search. ASPLOS (2021)
Po-An Tsai, Andres Sanchez, Christopher W. Fletcher, Daniel Sánchez
Leaking Secrets Through Compressed Caches. IEEE Micro 41 (3) (2021)
Yannan Nellie Wu, Po-An Tsai, Angshuman Parashar, Vivienne Sze, Joel S. Emer
Sparseloop: An Analytical, Energy-Focused Design Space Exploration Methodology for Sparse Tensor Accelerators. ISPASS (2021)
Po-An Tsai, Andres Sanchez, Christopher W. Fletcher, Daniel Sánchez
Safecracker: Leaking Secrets through Compressed Caches. ASPLOS (2020)
Po-An Tsai, Daniel Sánchez
Compress Objects, Not Cache Lines: An Object-Based Compressed Memory Hierarchy. ASPLOS (2019)
Nosayba El-Sayed, Anurag Mukkara, Po-An Tsai, Harshad Kasture, Xiaosong Ma, Daniel Sánchez
KPart: A Hybrid Cache Partitioning-Sharing Technique for Commodity Multicores. HPCA (2018)
Po-An Tsai, Yee Ling Gan, Daniel Sánchez
Rethinking the Memory Hierarchy for Modern Languages. MICRO (2018)
Po-An Tsai, Changping Chen, Daniel Sánchez
Adaptive Scheduling for Systems with Asymmetric Memory Hierarchies. MICRO (2018)
Po-An Tsai, Nathan Beckmann, Daniel Sánchez
Jenga: Software-Defined Cache Hierarchies. ISCA (2017)
Po-An Tsai, Nathan Beckmann, Daniel Sánchez
Nexus: A New Approach to Replication in Distributed Shared Caches. PACT (2017)
Yi Chia Chien, Po-An Tsai, Yu Ting Lin, Ssu Min Wu, Kuan Ting Chen, Yu Ting Han, Philip Hwang
Uncertainty and Mental Workload Among Wayfinding Strategies. HCI (9) (2016)
Nathan Beckmann, Po-An Tsai, Daniel Sánchez
Scaling distributed cache hierarchies through computation and data co-scheduling. HPCA (2015)
Yu-Ching Lin, Po-An Tsai, Chun-Lin Lin, Kuan-Tsung Chang, Ming-Da Tsai
Feature space optimization of multispectral imagery and LiDAR waveform data. IGARSS (2015)
Po-An Tsai, Yu-Hsin Kuo, En-Jui Chang, Hsien-Kai Hsin, An-Yeu Wu
Hybrid path-diversity-aware adaptive routing with latency prediction model in Network-on-Chip systems. VLSI-DAT (2013)
Yu-Hsin Kuo, Po-An Tsai, Hao-Ping Ho, En-Jui Chang, Hsien-Kai Hsin, An-Yeu Andy Wu
Path-Diversity-Aware Adaptive Routing in Network-on-Chip Systems. MCSoC (2012)