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Yuan Meng
Tytuł
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Accelerating proximal policy optimization on cpu-fpga heterogeneous platforms
Y Meng, S Kuppannagari, V Prasanna
2020 IEEE 28th Annual International Symposium on Field-Programmable Custom …, 2020
392020
QTAccel: a generic FPGA based design for Q-table based reinforcement learning accelerators
Y Meng, S Kuppannagari, R Rajat, A Srivastava, R Kannan, V Prasanna
2020 IEEE International Parallel and Distributed Processing Symposium …, 2020
26*2020
DYNAMAP: Dynamic Algorithm Mapping Framework for Low Latency CNN Inference
Y Meng, S Kuppannagari, R Kannan, V Prasanna
The 2021 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays …, 2021
192021
A framework for mapping drl algorithms with prioritized replay buffer onto heterogeneous platforms
C Zhang, Y Meng, V Prasanna
IEEE Transactions on Parallel and Distributed Systems 34 (6), 1816-1829, 2023
162023
How to efficiently train your ai agent? characterizing and evaluating deep reinforcement learning on heterogeneous platforms
Y Meng, Y Yang, S Kuppannagari, R Kannan, V Prasanna
2020 IEEE High Performance Extreme Computing Conference (HPEC), 1-7, 2020
92020
FPGA acceleration of deep reinforcement learning using on-chip replay management
Y Meng, C Zhang, V Prasanna
Proceedings of the 19th ACM International Conference on Computing Frontiers …, 2022
82022
PPOAccel: A high-throughput acceleration framework for proximal policy optimization
Y Meng, S Kuppannagari, R Kannan, V Prasanna
IEEE Transactions on Parallel and Distributed Systems 33 (9), 2066-2078, 2021
82021
Accelerator design and exploration for deformable convolution networks
Y Meng, H Men, V Prasanna
2022 IEEE Workshop on Signal Processing Systems (SiPS), 1-6, 2022
6*2022
Accelerating Monte-Carlo Tree Search on CPU-FPGA Heterogeneous Platform
Y Meng, R Kannan, V Prasanna
2022 32nd International Conference on Field-Programmable Logic and …, 2022
62022
How to avoid zero-spacing in fractionally-strided convolution? a hardware-algorithm co-design methodology
Y Meng, S Kuppannagari, R Kannan, V Prasanna
2021 IEEE 28th International Conference on High Performance Computing, Data …, 2021
62021
Accelerating multi-agent ddpg on cpu-fpga heterogeneous platform
S Wiggins, Y Meng, R Kannan, V Prasanna
2023 IEEE High Performance Extreme Computing Conference (HPEC), 1-7, 2023
32023
Characterizing speed performance of multi-agent reinforcement learning
S Wiggins, Y Meng, R Kannan, V Prasanna
arXiv preprint arXiv:2309.07108, 2023
32023
A framework for monte-carlo tree search on cpu-fpga heterogeneous platform via on-chip dynamic tree management
Y Meng, R Kannan, V Prasanna
Proceedings of the 2023 ACM/SIGDA International Symposium on Field …, 2023
32023
A software-hardware co-optimized toolkit for deep reinforcement learning on heterogeneous platforms
Y Meng, M Kinsner, D Singh, MA Iyer, V Prasanna
arXiv preprint arXiv:2311.09445, 2023
22023
Evaluating multi-agent reinforcement learning on heterogeneous platforms
S Wiggins, Y Meng, R Kannan, V Prasanna
Artificial Intelligence and Machine Learning for Multi-Domain Operations …, 2023
22023
PEARL: Enabling portable, productive, and high-performance deep reinforcement learning using heterogeneous platforms
Y Meng, M Kinsner, D Singh, M Iyer, V Prasanna
Proceedings of the 21st ACM International Conference on Computing Frontiers …, 2024
12024
Accelerating Deep Neural Network guided MCTS using Adaptive Parallelism
Y Meng, Q Wang, T Zu, V Prasanna
Proceedings of the SC'23 Workshops of the International Conference on High …, 2023
12023
End to End Framework for CNN Acceleration on FPGAs with Dynamic Algorithm Mapping
H Liu, Y Meng, SR Kuppannagari, VK Prasanna
Proceedings of the 2022 Fourteenth International Conference on Contemporary …, 2022
12022
A Heterogeneous Acceleration System for Attention-Based Multi-Agent Reinforcement Learning
S Wiggins, Y Meng, MA Iyer, V Prasanna
2024 34th International Conference on Field-Programmable Logic and …, 2024
2024
FGYM: Toolkit for Benchmarking FPGA based Reinforcement Learning Algorithms
N Peura, Y Meng, S Kuppannagari, V Prasanna
2021 31st International Conference on Field-Programmable Logic and …, 2021
2021
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