論文発表

Ayumu Nagai, Yuya Ichikawa, Chihiro Matsui and Ken Takeuchi, “Domain-Specific CiM Design for 3D Object Detection Network with Augmented Point Cloud, Multi-Stage Quantization Aware Training, and U-Quantization,” International Conference on Solid State Devices and Materials (SSDM), September 4, 2024, pp. 105-106.

Ken Takeuchi, “Ferroelectric FET-based Computation-in-Memory (CiM) for Edge AI,” 14th Japan-Korea Conference on Ferroelectricity (JKC-FE14), August 31, 2024. 【招待講演】

Koki Shibata, Hiroshi Horiguchi, Chihiro Matsui and Ken Takeuchi, “Automated Recipe Creation and Verification of Single Wafer Wet Etching: Ensemble Learning with Backcasting and Forecasting AIs Using Scarce Data,” IEEE Silicon Nanoelectronics Workshop (SNW) Poster, June 16, 2024, pp. 117-118.

Ken Takeuchi, “Non-volatile Memory-based Analog Computation-in-Memory (CiM) for Edge AI Applications,” IEEE International Memory Workshop Tutorial, May 12, 2024.【招待講演】

Naoko Misawa, Tao Wang, Chihiro Matsui and Ken Takeuchi, “Embedded Transformer Hetero-CiM: SRAM CiM for 4b Read/Write-MAC Self-attention and MLC ReRAM CiM for 6b Read-MAC Linear&FC Layers,” IEEE International Memory Workshop Poster, May 13, 2024.

Naoko Misawa, Shunsuke Koshino, Ruhui Liu, Chihiro Matsui and Ken Takeuchi, “Approximate Random Weight Generator & CiM Integration for Neuromorphic Computing,” IEEE Symp. on Low-Power and High-Speed Chips and Systems (Cool Chips 27) Poster, April 19, 2024.

Tao Wang, Naoko Misawa, Chihiro Matsui and Ken Takeuchi, “Compact Edge Vision Transformer Design for Non-volatile Computation-in-Memory,” IEEE Symp. on Low-Power and High-Speed Chips and Systems (Cool Chips 27) Poster, April 19, 2024.

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】