Similarity-Aware Fast Low-Rank Decomposition Framework for Vision Transformers - Yuan-June Luo; Yu-Shan Tai; Ming-Guang Lin; An-Yeu Andy Wu (IEEE International Symposium on Circuits and Systems, ISCAS 2024, Singapore, May 19-22, 2024, 2024)

FQ4DM: Full Quantization for Diffusion Model - Chieh-En Wang; Yu-Shan Tai; An-Yeu Wu (34th IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2024, London, UK, September 22-25, 2024, 2024)

MPTQ-ViT: Mixed-PrecisionPost-TrainingQuantizationforVisionTransformer - Yu-Shan Tai; An-Yeu Wu (CoRR, 2024)

Joint Optimization of Dimension Reduction and Mixed-Precision Quantization for Activation Compression of Neural Networks - Yu-Shan Tai; Cheng-Yang Chang; Chieh-Fang Teng; Yi-Ta Chen; An-Yeu Wu (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2023)

TSPTQ-ViT: Two-Scaled Post-Training Quantization for Vision Transformer - Yu-Shan Tai; Ming-Guang Lin; An-Yeu Andy Wu (IEEE International Conference on Acoustics, Speech and Signal Processing ICASSP 2023, Rhodes Island, Greece, June 4-10, 2023, 2023)

Compression-Aware Projection with Greedy Dimension Reduction for Convolutional Neural Network Activations - Yu-Shan Tai; Chieh-Fang Teng; Cheng-Yang Chang; An-Yeu Andy Wu (IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2022, Virtual and Singapore, 23-27 May 2022, 2022)

Learnable Mixed-precision and Dimension Reduction Co-design for Low-storage Activation - Yu-Shan Tai; Cheng-Yang Chang; Chieh-Fang Teng; An-Yeu Andy Wu (IEEE Workshop on Signal Processing Systems, SiPS 2022, Rennes, France, November 2-4, 2022, 2022)

Learnable Mixed-precision and Dimension Reduction Co-design for Low-storage Activation - Yu-Shan Tai; Cheng-Yang Chang; Chieh-Fang Teng; An-Yeu Andy Wu (CoRR, 2022)

Scalable NPairLoss-Based Deep-ECG for ECG Verification - Yu-Shan Tai; Yi-Ta Chen; An-Yeu Andy Wu (Artificial Intelligence Applications and Innovations - 17th IFIP WG 12.5 International Conference, AIAI 2021, Hersonissos, Crete, Greece, June 25-27, 2021, Proceedings, 2021)

Compression-aware Projection with Greedy Dimension Reduction for Convolutional Neural Network Activations - Yu-Shan Tai; Chieh-Fang Teng; Cheng-Yang Chang; An-Yeu Wu (CoRR, 2021)