Pattern Training, Inference, and Regeneration Demonstration Using On‐Chip Trainable Neuromorphic Chips for Spiking Restricted Boltzmann Machine
Shin, Uicheol, Ishii, Masatoshi, Okazaki, Atsuya, Ito, Megumi, Rasch, Malte J., Kim, Wanki, Nomura, Akiyo, Choi, Wonseok, Koh, Dooyong, Hosokawa, Kohji, BrightSky, Matthew, Munetoh, Seiji, Kim, SangBum
Published in Advanced intelligent systems (01.08.2022)
Published in Advanced intelligent systems (01.08.2022)
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Journal Article
VLSI Researches for Machine Learning and Neuromorphic Computing
Okazaki, Atsuya
Published in 2019 International Symposium on VLSI Technology, Systems and Application (VLSI-TSA) (01.04.2019)
Published in 2019 International Symposium on VLSI Technology, Systems and Application (VLSI-TSA) (01.04.2019)
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Conference Proceeding
Analysis of Effect of Weight Variation on SNN Chip with PCM-Refresh Method
Nomura, Akiyo, Ito, Megumi, Okazaki, Atsuya, Ishii, Masatoshi, Kim, Sangbum, Okazawa, Junka, Hosokawa, Kohji, Haensch, Wilfried
Published in Neural processing letters (01.06.2021)
Published in Neural processing letters (01.06.2021)
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Journal Article
Analog-memory-based 14nm Hardware Accelerator for Dense Deep Neural Networks including Transformers
Okazaki, Atsuya, Narayanan, Pritish, Ambrogio, Stefano, Hosokawa, Kohji, Tsai, Hsinyu, Nomura, Akiyo, Yasuda, Takeo, Mackin, Charles, Friz, Alexander, Ishii, Masatoshi, Kohda, Yasuteru, Spoon, Katie, Chen, An, Fasoli, Andrea, Rasch, Malte J., Burr, Geoffrey W.
Published in 2022 IEEE International Symposium on Circuits and Systems (ISCAS) (28.05.2022)
Published in 2022 IEEE International Symposium on Circuits and Systems (ISCAS) (28.05.2022)
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Conference Proceeding
Architectures and Circuits for Analog-memory-based Hardware Accelerators for Deep Neural Networks (Invited)
Tsai, Hsinyu, Narayanan, Pritish, Jain, Shubham, Ambrogio, Stefano, Hosokawa, Kohji, Ishii, Masatoshi, Mackin, Charles, Chen, Ching-Tzu, Okazaki, Atsuya, Nomura, Akiyo, Boybat, Irem, Muralidhar, Ramachandran, Frank, Martin M., Yasuda, Takeo, Friz, Alexander, Kohda, Yasuteru, Chen, An, Fasoli, Andrea, Rasch, Malte J., Wozniak, Stanislaw, Luquin, Jose, Narayanan, Vijay, Burr, Geoffrey W.
Published in 2023 IEEE International Symposium on Circuits and Systems (ISCAS) (21.05.2023)
Published in 2023 IEEE International Symposium on Circuits and Systems (ISCAS) (21.05.2023)
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Conference Proceeding
Training Large-Scale Spiking Neural Networks on Multi-core Neuromorphic System Using Backpropagation
Ito, Megumi, Rasch, Malte, Ishii, Masatoshi, Okazaki, Atsuya, Kim, Sangbum, Okazawa, Junka, Nomura, Akiyo, Hosokawa, Kohji, Haensch, Wilfried
Published in Neural Information Processing
Published in Neural Information Processing
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Book Chapter
Performance Analysis of Spiking RBM with Measurement-Based Phase Change Memory Model
Ishii, Masatoshi, Ito, Megumi, Kim, Wanki, Kim, SangBum, Nomura, Akiyo, Okazaki, Atsuya, Okazawa, Junka, Hosokawa, Kohji, BrightSky, Matt, Haensch, Wilfried
Published in Neural Information Processing
Published in Neural Information Processing
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Book Chapter