Theo dõi
Yakun Sophia Shao
Yakun Sophia Shao
Associate Professor, UC Berkeley
Email được xác minh tại berkeley.edu - Trang chủ
Tiêu đề
Trích dẫn bởi
Trích dẫn bởi
Năm
Timeloop: A Systematic Approach to DNN Accelerator Evaluation
A Parashar, P Raina, YS Shao, YH Chen, VA Ying, A Mukkara, ...
International Symposium on Performance Analysis of Systems and Software (ISPASS), 2019
5022019
Simba: Scaling deep-learning inference with multi-chip-module-based architecture
YS Shao, J Clemons, R Venkatesan, B Zimmer, M Fojtik, N Jiang, B Keller, ...
Proceedings of the 52nd Annual IEEE/ACM International Symposium on …, 2019
4762019
Aladdin: A Pre-RTL, Power-Performance Accelerator Simulator Enabling Large Design Space Exploration of Customized Architectures
YS Shao, B Reagen, GY Wei, D Brooks
International Symposium on Computer Architecture (ISCA), 2014
4142014
Chipyard: Integrated design, simulation, and implementation framework for custom socs
A Amid, D Biancolin, A Gonzalez, D Grubb, S Karandikar, H Liew, ...
Ieee Micro 40 (4), 10-21, 2020
3462020
MachSuite: Benchmarks for Accelerator Design and Customized Architectures
B Reagen, R Adolf, YS Shao, GY Wei, D Brooks
IEEE International Symposium on Workload Characterization (IISWC), 2014
3262014
Gemmini: Enabling systematic deep-learning architecture evaluation via full-stack integration
H Genc, S Kim, A Amid, A Haj-Ali, V Iyer, P Prakash, J Zhao, D Grubb, ...
Design Automation Conference (DAC), 2021
2772021
Co-Designing Accelerators and SoC Interfaces using gem5-Aladdin
YS Shao, SL Xi, V Srinivasan, GY Wei, D Brooks
International Symposium on Microarchitecture (MICRO), 2016
2192016
Energy Characterization and Instruction-Level Energy Model of Intel’s Xeon Phi Processor
YS Shao, D Brooks
International Symposium on Low Power Electronics and Design (ISLPED), 2013
1872013
CoSA: Scheduling by Constrained Optimization for Spatial Accelerators
Q Huang, M Kang, G Dinh, T Norell, A Kalaiah, J Demmel, J Wawrzynek, ...
International Symposium on Computer Architecture (ISCA), 2021
1402021
Magnet: A modular accelerator generator for neural networks
R Venkatesan, YS Shao, M Wang, J Clemons, S Dai, M Fojtik, B Keller, ...
2019 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 1-8, 2019
1392019
Neurovectorizer: End-to-end vectorization with deep reinforcement learning
A Haj-Ali, NK Ahmed, T Willke, YS Shao, K Asanovic, I Stoica
Proceedings of the 18th ACM/IEEE International Symposium on Code Generation …, 2020
1312020
Kvquant: Towards 10 million context length llm inference with kv cache quantization
C Hooper, S Kim, H Mohammadzadeh, MW Mahoney, S Shao, K Keutzer, ...
Advances in Neural Information Processing Systems 37, 1270-1303, 2024
1292024
A 0.32–128 TOPS, scalable multi-chip-module-based deep neural network inference accelerator with ground-referenced signaling in 16 nm
B Zimmer, R Venkatesan, YS Shao, J Clemons, M Fojtik, N Jiang, B Keller, ...
IEEE Journal of Solid-State Circuits 55 (4), 920-932, 2020
1142020
Gemmini: An agile systolic array generator enabling systematic evaluations of deep-learning architectures
H Genc, A Haj-Ali, V Iyer, A Amid, H Mao, J Wright, C Schmidt, J Zhao, ...
arXiv preprint arXiv:1911.09925 3 (25), 15-17, 2019
1122019
Full stack optimization of transformer inference: a survey
S Kim, C Hooper, T Wattanawong, M Kang, R Yan, H Genc, G Dinh, ...
arXiv preprint arXiv:2302.14017, 2023
992023
ISA-Independent Workload Characterization and its Implications for Specialized Architectures
YS Shao, D Brooks
International Symposium on Performance Analysis of Systems and Software …, 2013
982013
SNAP: An Efficient Sparse Neural Acceleration Processor for Unstructured Sparse Deep Neural Network Inference
JF Zhang, CE Lee, C Liu, YS Shao, SW Keckler, Z Zhang
IEEE Journal of Solid-State Circuits, 2020
792020
A modular digital VLSI flow for high-productivity SoC design
B Khailany, E Khmer, R Venkatesan, J Clemons, JS Emer, M Fojtik, ...
Proceedings of the 55th Annual Design Automation Conference, 1-6, 2018
782018
Buffets: An Efficient and Composable Storage Idiom for Explicit Decoupled Data Orchestration
M Pellauer, YS Shao, J Clemons, N Crago, K Hegde, R Ventakesan, ...
International Conference on Architectural Support for Programming Languages …, 2019
762019
The Aladdin Approach to Accelerator Design and Modeling
YS Shao, B Reagen, GY Wei, D Brooks
IEEE Micro, 2015
632015
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