Cheng-Yang Chang

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 25

Top Topics

High Dimensional Problems

Dimension Reduction

Top Venues

IEEE J. Emerg. Sel. Topics Circuits Syst.

Publications

Chi-Tse Huang, Cheng-Yang Chang, Hsiang-Yun Cheng, An-Yeu Wu
BORE: Energy-Efficient Banded Vector Similarity Search with Optimized Range Encoding for Memory-Augmented Neural Network. DATE (2024)
Yu-Chuan Chuang, Ming-Guang Lin, Chi-Tse Huang, Chieh-Fang Teng, Cheng-Yang Chang, Yi-Ta Chen, An-Yeu Andy Wu
A 40nm 24.6TOPS/W Scalable EfficientDet Processor for Object Detection. ISCAS (2024)
Ming-Guang Lin, Jiing-Ping Wang, Cheng-Yang Chang, An-Yeu Andy Wu
Approximate Adder Tree Design with Sparsity-Aware Encoding and In-Memory Swapping for SRAM-based Digital Compute-In-Memory Macros. AICAS (2024)
Cheng-Yang Chang, Chi-Tse Huang, Yu-Chuan Chuang, Kuang-Chao Chou, An-Yeu Andy Wu
BFP-CIM: Data-Free Quantization with Dynamic Block-Floating-Point Arithmetic for Energy-Efficient Computing-In-Memory-based Accelerator. ASPDAC (2024)
Cheng-Yang Chang, Chi-Tse Huang, Yu-Chuan Chuang, Kuang-Chao Chou, An-Yeu Wu
BFP-CIM: Runtime Energy-Accuracy Scalable Computing-in-Memory-Based DNN Accelerator Using Dynamic Block-Floating-Point Arithmetic. IEEE Trans. Circuits Syst. I Regul. Pap. 71 (5) (2024)
Cheng-Yang Chang, Kuang-Chao Chou, Yu-Chuan Chuang, An-Yeu Wu
E-UPQ: Energy-Aware Unified Pruning-Quantization Framework for CIM Architecture. IEEE J. Emerg. Sel. Topics Circuits Syst. 13 (1) (2023)
Yu-Shan Tai, Cheng-Yang Chang, Chieh-Fang Teng, Yi-Ta Chen, An-Yeu Wu
Joint Optimization of Dimension Reduction and Mixed-Precision Quantization for Activation Compression of Neural Networks. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42 (11) (2023)
Yu-Chuan Chuang, Cheng-Yang Chang, An-Yeu Wu
Dynamic-HDC: A Two-Stage Dynamic Inference Framework for Brain-Inspired Hyperdimensional Computing. IEEE J. Emerg. Sel. Topics Circuits Syst. 13 (4) (2023)
Chi-Tse Huang, Cheng-Yang Chang, Yu-Chuan Chuang, An-Yeu Andy Wu
BWA-NIMC: Budget-based Workload Allocation for Hybrid Near/In-Memory-Computing. DAC (2023)
Yu-Chen Chen, Cheng-Yang Chang, An-Yeu Wu
H-RIS: Hybrid Computing-in-Memory Architecture Exploring Repetitive Input Sharing. ISCAS (2023)
Cheng-Yang Chang, Yu-Chuan Chuang, Chi-Tse Huang, An-Yeu Wu
Recent Progress and Development of Hyperdimensional Computing (HDC) for Edge Intelligence. IEEE J. Emerg. Sel. Topics Circuits Syst. 13 (1) (2023)
Guan-Wei Wu, Cheng-Yang Chang, An-Yeu Andy Wu
DE-C3: Dynamic Energy-Aware Compression for Computing-In-Memory-Based Convolutional Neural Network Acceleration. SOCC (2023)
Yu-Shan Tai, Cheng-Yang Chang, Chieh-Fang Teng, An-Yeu Andy Wu
Learnable Mixed-precision and Dimension Reduction Co-design for Low-storage Activation. CoRR (2022)
Yu-Shan Tai, Chieh-Fang Teng, Cheng-Yang Chang, An-Yeu Andy Wu
Compression-Aware Projection with Greedy Dimension Reduction for Convolutional Neural Network Activations. ICASSP (2022)
Yu-Shan Tai, Cheng-Yang Chang, Chieh-Fang Teng, An-Yeu Andy Wu
Learnable Mixed-precision and Dimension Reduction Co-design for Low-storage Activation. SiPS (2022)
Cheng-Yang Chang, Yu-Chuan Chuang, Kuang-Chao Chou, An-Yeu Wu
T-EAP: Trainable Energy-Aware Pruning for NVM-based Computing-in-Memory Architecture. AICAS (2022)
Yu-Shan Tai, Chieh-Fang Teng, Cheng-Yang Chang, An-Yeu Wu
Compression-aware Projection with Greedy Dimension Reduction for Convolutional Neural Network Activations. CoRR (2021)
Zong-Ming Lin, Cheng-Yang Chang, Chin-Yu Hu, Yung-Yuan Chen
Intelligent Traffic Control System by Using Image Information. CoRR (2021)
Cheng-Yang Chang, Yu-Chuan Chuang, En-Jui Chang, An-Yeu Andy Wu
MulTa-HDC: A Multi-Task Learning Framework For Hyperdimensional Computing. IEEE Trans. Computers 70 (8) (2021)
Chi-Tse Huang, Cheng-Yang Chang, Yu-Chuan Chuang, An-Yeu Andy Wu
PQ-HDC: Projection-Based Quantization Scheme for Flexible and Efficient Hyperdimensional Computing. AIAI (2021)
Yu-Ren Hsiao, Yu-Chuan Chuang, Cheng-Yang Chang, An-Yeu Andy Wu
Hyperdimensional Computing with Learnable Projection for User Adaptation Framework. AIAI (2021)
Yu-Chuan Chuang, Cheng-Yang Chang, An-Yeu Andy Wu
Dynamic Hyperdimensional Computing for Improving Accuracy-Energy Efficiency Trade-Offs. SiPS (2020)
Cheng-Yang Chang, Yu-Chuan Chuang, An-Yeu Andy Wu
IP-HDC: Information-Preserved Hyperdimensional Computing for Multi-Task Learning. SiPS (2020)
Cheng-Yang Chang, Yu-Chuan Chuang, An-Yeu Andy Wu
Task-Projected Hyperdimensional Computing for Multi-task Learning. AIAI (1) (2020)
Cheng-Yang Chang, Tsung-Lin Chen
Design, Fabrication, and Modeling of a Novel Dual-Axis Control Input PZT Gyroscope. Sensors 17 (11) (2017)