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Srivatsan Krishnan
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Can FPGAs beat GPUs in accelerating next-generation deep neural networks?
E Nurvitadhi, G Venkatesh, J Sim, D Marr, R Huang, J Ong Gee Hock, ...
Proceedings of the 2017 ACM/SIGDA international symposium on field …, 2017
5592017
Accelerating recurrent neural networks in analytics servers: Comparison of FPGA, CPU, GPU, and ASIC
E Nurvitadhi, J Sim, D Sheffield, A Mishra, S Krishnan, D Marr
2016 26th International Conference on Field Programmable Logic and …, 2016
2312016
A Customizable Matrix Multiplication Framework for the Intel HARPv2 Xeon+ FPGA Platform: A Deep Learning Case Study
DJM Moss, S Krishnan, E Nurvitadhi, P Ratuszniak, C Johnson, J Sim, ...
Proceedings of the 2018 ACM/SIGDA International Symposium on Field …, 2018
982018
MAVBench: Micro Aerial Vehicle Benchmarking
B Borojerdian, H Genc, S Krishnan, W Cui, A Faust, V Janapareddi
The 51st Annual IEEE/ACM International Symposium on Microarchitecture, 2018
792018
Air learning: a deep reinforcement learning gym for autonomous aerial robot visual navigation
S Krishnan, B Boroujerdian, W Fu, A Faust, VJ Reddi
Machine Learning 110, 2501-2540, 2021
67*2021
Hardware accelerator architecture and template for web-scale k-means clustering
E Nurvitadhi, G Venkatesh, S Krishnan, S Subhaschandra, D Marr
US Patent App. 15/396,515, 2018
642018
Learning to seek: Autonomous source seeking with deep reinforcement learning onboard a nano drone microcontroller
BP Duisterhof, S Krishnan, JJ Cruz, CR Banbury, W Fu, A Faust, ...
2021 IEEE International Conference on Robotics and Automation (ICRA), 2019
57*2019
Widening access to applied machine learning with tinyml
VJ Reddi, B Plancher, S Kennedy, L Moroney, P Warden, A Agarwal, ...
arXiv preprint arXiv:2106.04008, 2021
492021
QuaRL: Quantization for Fast and Environmentally Sustainable Reinforcement Learning
S Krishnan, S Chitlangia, M Lam, Z Wan, A Faust, VJ Reddi
Transactions on Machine Learning Research 2022, 2022
38*2022
The sky is not the limit: A visual performance model for cyber-physical co-design in autonomous machines
S Krishnan, Z Wan, K Bhardwaj, P Whatmough, A Faust, GY Wei, ...
IEEE Computer Architecture Letters 19 (1), 38-42, 2020
322020
Automatic Domain-Specific SoC Design for Autonomous Unmanned Aerial Vehicles
S Krishnan, Z Wan, K Bharadwaj, P Whatmough, A Faust, S Neuman, ...
55th ACM/IEEE International Symposium on Microarchitecture (MICRO 2022), 2022
28*2022
Tiny Robot Learning: Challenges and Directions for Machine Learning in Resource-Constrained Robots
SM Neuman, B Plancher, BP Duisterhof, S Krishnan, C Banbury, ...
2022 IEEE 4th International Conference on Artificial Intelligence Circuits …, 2022
232022
Roofline model for uavs: A bottleneck analysis tool for designing compute systems for autonomous drones
S Krishnan, Z Wan, K Bhardwaj, A Faust, VJ Reddi
arXiv preprint, 2021
21*2021
Customizable FPGA OpenCL matrix multiply design template for deep neural networks
J Yinger, E Nurvitadhi, D Capalija, A Ling, D Marr, S Krishnan, D Moss, ...
Field Programmable Technology (ICFPT), 2017 International Conference on, 259-262, 2017
172017
Methods and apparatus to provide user-level access authorization for cloud-based field-programmable gate arrays
S Subhaschandra, S Krishnan, B Thomas, P Marolia
US Patent 10,528,768, 2020
112020
RL-Scope: Cross-stack profiling for deep reinforcement learning workloads
J Gleeson, M Gabel, G Pekhimenko, E de Lara, S Krishnan, ...
Proceedings of Machine Learning and Systems 3, 783-799, 2021
92021
Autosoc: Automating algorithm-soc co-design for aerial robots
S Krishnan, T Tambe, Z Wan, VJ Reddi
arXiv preprint arXiv:2109.05683, 2021
82021
The role of compute in autonomous aerial vehicles
B Boroujerdian, H Genc, S Krishnan, BP Duisterhof, B Plancher, ...
ACM Transactions on Computer SystemsVolume 39 Issue 1-4, 2019
6*2019
Why Compute Matters for UAV Energy Efficiency?
B Boroujerdian, H Genc, S Krishnan, W Ciu, A Faust, VJ Reddi
2nd International Symposium on Aerial Robotics, 2018
52018
Accelerator Templates and Runtime Support for Variable Precision CNN
S Krishnan, P Ratusziak, C Johnson, D Moss, S Subhaschandra
42017
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