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ORCIDShreyas K. Venkataramanaiah
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2020 – today
- 2023
[j2]Shreyas Kolala Venkataramanaiah, Jian Meng
, Han-Sok Suh, Injune Yeo, Jyotishman Saikia, Sai Kiran Cherupally, Yichi Zhang, Zhiru Zhang, Jae-Sun Seo:
A 28-nm 8-bit Floating-Point Tensor Core-Based Programmable CNN Training Processor With Dynamic Structured Sparsity. IEEE J. Solid State Circuits 58(7): 1885-1897 (2023)- [c12]Jyotishman Saikia, Amitesh Sridharan, Injune Yeo, Shreyas K. Venkataramanaiah, Deliang Fan, Jae-Sun Seo:
FP-IMC: A 28nm All-Digital Configurable Floating-Point In-Memory Computing Macro. ESSCIRC 2023: 405-408 - 2022
- [j1]Xiaocong Du, Shreyas Kolala Venkataramanaiah, Zheng Li, Han-Sok Suh, Shihui Yin, Gokul Krishnan, Frank Liu, Jae-sun Seo, Yu Cao:
Efficient continual learning at the edge with progressive segmented training. Neuromorph. Comput. Eng. 2(4): 44006 (2022) - [c11]Shreyas Kolala Venkataramanaiah, Jian Meng, Han-Sok Suh, Injune Yeo, Jyotishman Saikia, Sai Kiran Cherupally, Yichi Zhang, Zhiru Zhang, Jae-sun Seo:
A 28nm 8-bit Floating-Point Tensor Core based CNN Training Processor with Dynamic Activation/Weight Sparsification. ESSCIRC 2022: 89-92 - 2021
- [c10]Jian Meng, Shreyas Kolala Venkataramanaiah, Chuteng Zhou, Patrick Hansen, Paul N. Whatmough, Jae-sun Seo:
FixyFPGA: Efficient FPGA Accelerator for Deep Neural Networks with High Element-Wise Sparsity and without External Memory Access. FPL 2021: 9-16 - [c9]Han-Sok Suh, Jian Meng, Ty Nguyen, Shreyas K. Venkataramanaiah, Vijay Kumar, Yu Cao, Jae-sun Seo:
Algorithm-Hardware Co-Optimization for Energy-Efficient Drone Detection on Resource-Constrained FPGA. FPT 2021: 1-9 - 2020
- [c8]Shreyas K. Venkataramanaiah, Han-Sok Suh, Shihui Yin, Eriko Nurvitadhi, Aravind Dasu, Yu Cao, Jae-Sun Seo:
FPGA-based Low-Batch Training Accelerator for Modern CNNs Featuring High Bandwidth Memory. ICCAD 2020: 74:1-74:8 - [c7]Shreyas Kolala Venkataramanaiah, Xiaocong Du, Zheng Li, Shihui Yin, Yu Cao, Jae-sun Seo:
Efficient and Modularized Training on FPGA for Real-time Applications. IJCAI 2020: 5237-5239 - [c6]Xiaocong Du, Shreyas Kolala Venkataramanaiah, Zheng Li, Jae-sun Seo, Frank Liu, Yu Cao:
Online Knowledge Acquisition with the Selective Inherited Model. IJCNN 2020: 1-7 - [c5]Shreyas K. Venkataramanaiah, Shihui Yin, Yu Cao, Jae-Sun Seo:
Deep Neural Network Training Accelerator Designs in ASIC and FPGA. ISOCC 2020: 21-22
2010 – 2019
- 2019
- [c4]Shreyas Kolala Venkataramanaiah, Yufei Ma, Shihui Yin, Eriko Nurvitadhi, Aravind Dasu, Yu Cao, Jae-sun Seo:
Automatic Compiler Based FPGA Accelerator for CNN Training. FPL 2019: 166-172 - [c3]Paul N. Whatmough, Chuteng Zhou, Patrick Hansen, Shreyas K. Venkataramanaiah, Jae-sun Seo, Matthew Mattina:
FixyNN: Energy-Efficient Real-Time Mobile Computer Vision Hardware Acceleration via Transfer Learning. SysML 2019 - [i4]Paul N. Whatmough, Chuteng Zhou, Patrick Hansen, Shreyas K. Venkataramanaiah, Jae-sun Seo, Matthew Mattina:
FixyNN: Efficient Hardware for Mobile Computer Vision via Transfer Learning. CoRR abs/1902.11128 (2019) - [i3]Shreyas Kolala Venkataramanaiah, Yufei Ma, Shihui Yin, Eriko Nurvitadhi, Aravind Dasu, Yu Cao, Jae-sun Seo:
Automatic Compiler Based FPGA Accelerator for CNN Training. CoRR abs/1908.06724 (2019) - 2018
- [i2]Shihui Yin, Gaurav Srivastava, Shreyas K. Venkataramanaiah, Chaitali Chakrabarti, Visar Berisha, Jae-sun Seo:
Minimizing Area and Energy of Deep Learning Hardware Design Using Collective Low Precision and Structured Compression. CoRR abs/1804.07370 (2018) - 2017
- [c2]Shihui Yin, Gaurav Srivastava, Shreyas K. Venkataramanaiah, Chaitali Chakrabarti, Visar Berisha, Jae-sun Seo:
Minimizing area and energy of deep learning hardware design using collective low precision and structured compression. ACSSC 2017: 1907-1911 - [c1]Shihui Yin, Shreyas K. Venkataramanaiah, Gregory K. Chen, Ram Krishnamurthy, Yu Cao, Chaitali Chakrabarti, Jae-sun Seo:
Algorithm and hardware design of discrete-time spiking neural networks based on back propagation with binary activations. BioCAS 2017: 1-5 - [i1]Shihui Yin, Shreyas K. Venkataramanaiah, Gregory K. Chen, Ram Krishnamurthy, Yu Cao, Chaitali Chakrabarti, Jae-sun Seo:
Algorithm and Hardware Design of Discrete-Time Spiking Neural Networks Based on Back Propagation with Binary Activations. CoRR abs/1709.06206 (2017)
Coauthor Index
aka: Jae-Sun Seo
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