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論文誌

[1] H. Awano and M. Hashimoto, "B2N2: Resource Efficient Bayesian Neural Network Accelerator Using Bernoulli Sampler on FPGA," Integration, the VLSI Journal, volume 89, pages 1-8, March 2023. [pdf]

[2] D. Liang, J. Shiomi, N. Miura, M. Hashimoto, and H. Awano, "A Hardware Efficient Reservoir Computing System Using Cellular Automata and Ensemble Bloom Filter," IEICE Trans. on Information and Systems, volume 105-D, number 7, pages 1273--1282, July 2022. [pdf]

国際会議

[1] Q. Cheng, Q. Li, Z. Yang, Z. Kong, G. Niu, Y. Liang, J. Li, J. H. Park, W. Liao, H. Awano, T. Sato, L. Lin, and M. Hashimoto, "A Radiation-Hardened Neuromorphic Imager with Self-Healing Spiking Pixels and Unified Spiking Neural Network for Space Robotics," Digest of Symposium on VLSI Technology and Circuits, 採録済.

[2] Q. Cheng, Qiufeng Li, W. Dong, M. Zhang, R. Zhang, M. Huang, H. Yu, Y. Shi, H. Awano, T. Sato, L. Lin, and M. Hashimoto, "A 22nm Resource-Frugal Hyper-Heterogeneous Multi-Modal System-On-Chip Towards In-Orbit Computing," Proceedings of IEEE Custom Integrated Circuits Conference (CICC), April 2025. [pdf]

[3] M. Zhang, Q. Cheng, H. Awano, L. Lin, and M. Hashimoto, "S3M: Static Semi-Segmented Multipliers for Energy-Efficient DNN Inference Accelerators," Proceedings of IEEE International Conference on Computer Design (ICCD), pages 16-23, October 2024. [pdf]

[4] D. Liang, M. Hashimoto, and H. Awano, "BloomCA: a Memory Efficient Reservoir Computing Hardware Implementation Using Cellular Automata and Ensemble Bloom Filter," Proceedings of Design, Automation and Test in Europe Conference (DATE), February 2021. [pdf]

[5] H. Awano and M. Hashimoto, "BYNQNet: Bayesian Neural Network with Quadratic Activations for Sampling-Free Uncertainty Estimation on FPGA," Proceedings of Design, Automation and Test in Europe Conference (DATE), April 2020. [pdf]