論文発表

国際学会
  • Ken Takeuchi, “Computation-in-Memory (CiM) for AI Accelerators & Neuromorphic Computing”, 8th IEEE Electron Devices Technology and Manufacturing (EDTM) Conference 2024, March, 2024.【招待講演】

  • Akira Goda, Chihiro Matsui and Ken Takeuchi, “Revealing Unique Scaling Effects of Random Telegraph Noise and Electron Injection Stochasticity in Stochastic Resonance with Floating Gate-based Neurons”, 8th IEEE Electron Devices Technology and Manufacturing (EDTM) Conference 2024, March, 2024

  • Chihiro Matsui, Shinsei Yoshikiyo, Hiroshi Horiguchi and Ken Takeuchi, “Comparison of Numerical Method with Prefixed Profile and Machine Learning-based Method for Wet Etching Amount Prediction”, AEC/APC (Advanced Equipment Control/Advanced Process Control) Symposium Asia 2023, November 2, 2023.

  • Ayumu Yamada, Naoko Misawa, Chihiro Matsui and Ken Takeuchi, “LIORAT: NN Layer I/O Range Training for Area/Energy-Efficient Low-Bit A/D Conversion System Design in Error-Tolerant Computation-in-Memory”, 2023 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), October 30, 2023.

  • Ken Takeuchi, “Analog Computation-in-Memory (CiM) for AI Application,” 2023 International Conference on IC Design and Technology (ICICDT), September 26, 2023.【招待講演】

  • Kazuhide Higuchi and Ken Takeuchi, “A Beat Signal Processing System with Parabolic Frequency Chirp Radar and Computation-in-Memory,” 20th European Radar Conference (EuRAD 2023), September 21, 2023.

  • Ken Takeuchi, “Analog Computation-in-Memory (CiM) for Neuromorphic Computing,” International Conference on Solid State Devices and Materials (SSDM), September 8, 2023.【招待講演】

  • Kenshin Yamauchi, Ayumu Yamada, Naoko Misawa, Seong-Kun Cho, Kasidit Toprasertpong, Shinichi Takagi, Chihiro Matsui, and Ken Takeuchi, “Highly Error-tolerant Low Power CiM by Co-design of SLC Mask & MLC Weight Twin FeFETs and Strong Lottery Ticket Hypothesis Neural Network Algorithm,” International Conference on Solid State Devices and Materials (SSDM), September 8, 2023.

  • Ryuhei Yamaguchi, Ayumu Yamada, Naoko Misawa, Chihiro Matsui and Ken Takeuchi, “Compact Edge Vision Transformer with 86% Non-volatile Memory Bit Reduction by Percentile Clipping, Per Layer Quantization, and Quantization Aware Training,” International Conference on Solid State Devices and Materials (SSDM), September 8, 2023.

  • Shunsuke Koshino, Naoko Misawa, Chihiro Matsui and Ken Takeuchi, “Dual Integration of Approximate Random Weight Generator & CiM for Event-based Reservoir Computing & Spiking Neural Networks,” International Conference on Solid State Devices and Materials (SSDM), September 8, 2023.

  • Kazuhide Higuchi, Yinghao Sun, Chihiro Matsui and Ken Takeuchi, “Noise Event Injection Training to Mitigate Inference Accuracy Degradation due to Non-Idealities of Event-based Vision Sensor and Computation-in-Memory,” International Conference on Solid State Devices and Materials (SSDM), September 8, 2023.

  • Adil Padiyal, Ayumu Yamada, Naoko Misawa, Chihiro Matsui and Ken Takeuchi, “Analysis of Inference Accuracy of Convolutional Neural Networks due to Quantization of Weights, Gradients, Input and Output Signals Stemming from Computation-in-Memory,” International Conference on Solid State Devices and Materials (SSDM) Poster, September 7, 2023.

  • Ken Takeuchi, “Computation-in-Memory Architecture for AI Accelerator,” IEEE Non-Volatile Memory Systems and Applications Symposium (NVMSA), August 30, 2023. 【招待講演】

  • Shinsei Yoshikiyo, Hiroshi Horiguchi, Chihiro Matsui and Ken Takeuchi, “Machine Learning-based Accurate Single Wafer Wet Etching Amount Prediction,” IEEE Silicon Nanoelectronics Workshop (SNW), June 11, 2023.

  • Takuto Nishimura, Yuya Ichikawa, Akira Goda, Naoko Misawa, Chihiro Matsui and Ken Takeuchi, “Stochastic Computing-based Computation-in-Memory (SC CiM) Architecture for DNNs and Hierarchical Evaluations of Non-volatile Memory Error and Defect Tolerance,” IEEE International Memory Workshop Poster, May 22, 2023.

  • Ken Takeuchi, “Neuromorphic Computing with Computation-in-Memory, CiM,” IEEE International Symposium on VLSI Technology, Systems and Applications (VLSI-TSA), April 20, 2023.【基調講演】

  • Ken Takeuchi, “Neuromorphic Computation-in-Memory System,” IEEE International Reliability Physics Symposium (IRPS), March 28, 2023, pp.2B-3.1-2B-3.3.【招待講演】

  • Ayumu Yamada, Naoko Misawa, Chihiro Matsui and Ken Takeuchi, “ReRAM CiM Fluctuation Pattern Classification by CNN Trained on Artificially Created Dataset,” IEEE International Reliability Physics Symposium (IRPS), March 28, 2023, pp.2B-2.1-2B-3.6.

  • Ayumu Yamada, Naoko Misawa, Shunsaku Muraoka, Ken Kawai,, Chihiro Matsui and Ken Takeuchi, “TaOX ReRAM Cell-level Unidirectional Neural Network Weight Control for Non-linearity & Variation Robust Transfer Learning of Low Cost Digital eCiM”, 7th IEEE Electron Devices Technology and Manufacturing (EDTM) Conference 2023, March, 2023, pp. 169-172.

  • Akira Goda, Chihiro Matsui and Ken Takeuchi, “Stochastic Resonance Effects of Floating Gate Technology-based Leaky Integrate-and-Fire (FG LIF) Neurons in Summing Network”, 7th IEEE Electron Devices Technology and Manufacturing (EDTM) Conference 2023, March, 2023, pp. 304-307.

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