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Efficient Brain-to-Speech Decoding with Fixed-Delay Spiking Neural Networks

A. Wisniewska, S.-H. Lee, S.-W. Lee

KU이성환

Stabilizing Direct Training of Spiking Neural Networks: Membrane Potential Initialization and Threshold-robust Surrogate Gradient

Hyunho Kook, Byeongho Yu, Jeongmin Oh, Eunhyeok Park

POSTECH김동우, 옥정슬, 박상돈, 박은혁

NeuLPU: A 3.6 mW Spiking LLM Processing Unit for On-device Long-context Inference

S. Lee, S. Ha, S. Kim, W. Jo, Sangyeob Kim, Hoi-jun yoo

Yonsei김상엽

C-Transformer: A Homogeneous DNN-Transformer/Spiking-Transformer Processor for Large-Language-Models

Sangyeob Kim, S.Kim, W.Jo, S.Kim, S.Hong, N.Lee, J.Lee, Hoi-Jun Yoo

Yonsei김상엽

In-cell neuromorphic computing in solid oxide fuel cells for bifunctional electrochemical power generation and artificial intelligence

Haewon Seo, Min-Kyu Song, Hyun Woo Ko, Ji-Hoon Kang, Giho Lee, SunYoung Park, Hyunwoo J. Kim, Sungchul Mun, Jeehwan Kim, Min-Chul Park, and Kyung Joong Yoon

KAIST김현우

Neuromorphic olfaction with ultralow-power gas sensors and ovonic threshold switch

Mingu Kang, Joon-Kyuu Han, Kichul Lee, Jaeseok Jeong, Chanyoung Yoo, Jeong Woo Jeon, Byongwoo Park, Wonho Choi, Junseong Ahn, Kuk-Jin Yoon, Cheol Seong Hwang, Inkyu Park

KAIST윤국진

C-Transformer: A 2.6-18.1μJ/Token Homogeneous DNN-Transformer/Spiking-Transformer Processor with Big-Little Network and Implicit Weight Generation for Large Language Models

Sangyeob Kim, S.Kim, W.Jo, S.kim, S.Hong, Hoi-Jun Yoo

Yonsei김상엽

Sign Gradient Descent-based Neuronal Dynamics: ANN-to-SNN Conversion Beyond ReLU Network

Hyunseok Oh, Youngki Lee

SNU이영기

DualNet: Efficient Integration of Artificial Neural Network and Spiking Neural Network with Equivalent Conversion

S.Hong, Sangyeob Kim, S.Kim, Hoi-Jun Yoo

Yonsei김상엽

Simultaneous Spike Processing for 3D NAND-Based Spiking Neural Networks

Bosung Jeon, Seunghwan Song, Jae-Joon Kim, Woo Young Choi

SNU김재준

C-DNN: A 24.5-85.8TOPS/W Complementary-Deep-Neural-Network Processor with Heterogeneous CNN/SNN Core Architecture and Forward-Gradient-Based Sparsity Generation

Sangyeob Kim, S.Kim, S.Hong, S.Kim, D.Han, Hoi-Jun Yoo

Yonsei김상엽

C-DNN: An Energy-Efficient Complementary Deep-Neural-Network Processor With Heterogeneous CNN/SNN Core Architecture

Sangyeob Kim, S.Kim, S.Hong, S.Kim, D.Han, J.Choi, Hoi-Jun Yoo

Yonsei김상엽

Neuro-CIM: ADC-Less Neuromorphic Computing-in-Memory Processor With Operation Gating/Stopping and Digital–Analog Networks

Sangyeob Kim, S.Kim, S.Um, S.Kim, K.Kim, Hoi-Jun Yoo

Yonsei김상엽

Multi-Objective Architecture Search and Optimization for Heterogeneous Neuromorphic Architecture

Juseong Park, Yongwon Shin, Hyojin Sung

SNU성효진

A Reconfigurable 1T1C eDRAM-based Spiking Neural Network Computing-In-Memory Processor for High System-Level Efficiency

S.Kim, S.Kim, S.Um, S.Kim, Z.Li, Sangyeob Kim, W. Jo, Hoi-Jun Yoo

Yonsei김상엽

A 65nm 12.92nJ/inference Mixed-Signal Neuromorphic Processor for Image Classification

Y. Ko, S. Kim, K. Shin, Y. Park, S. Kim, and D. Jeon

SNU전동석

A Resource-Efficient Super-Resolution FPGA Processor with Heterogeneous CNN and SNN Core Architecture

J.Choi, Sangyeob Kim, W.Park, W.Jo, Hoi-Jun Yoo

Yonsei김상엽

COOL-NPU: Complementary Online Learning Neural Processing Unit with CNN-SNN Heterogeneous Core and Event-driven Backpropagation

Sangyeob Kim, S.Kim, S.Hong, S.Kim, D.Han, J.Choi, Hoi-Jun Yoo

Yonsei김상엽

Efficient Convolutional Processing of Spiking Neural Network with Weight-Sharing Filters

Seunghwan Song, Bosung Jeon, Munhyeon Kim, Jae-Joon Kim

SNU김재준