Ren-Shuo Liu - RankMe

81 papers A* 7A 4C 6Misc 1Journal 24Unranked 39

Year	Rank	Type	Title / Venue / Authors
2026	—	`conf`	30.5 A 16nm 72kb 120.5TFLOPS/W Versatile-Format Dual-Representation Gain-Cell CIM Macro for General Purpose AI Tasks. ISSCC Jen-Chun Tien, Win-San Khwa, Le-Jung Hsieh, Tsung-Han Lou, Jyun-Cheng Bai, Yu-Sheng Kao, Ting-Hao Hsu, Mai Tseng, Hung-Hsi Hsu, Yao-Kai Yeh, De-Qi You, Ashwin Sanjay Lele, Brian Crafton, Bo Zhang, Ping-Sheng Wu, Ya-Tang Yang, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2026	—	`conf`	A 16nm, 1Mb, 1-to-8b-Configurable 444.21TOPS/W Fully Digital SRAM Compute-in-Memory Macro for Hybrid SNN-CNN Edge Computing. ISSCC Yao-Kai Yeh, Jian-Wei Su, Ting-Hao Hsu, Mai Tseng, Jen-Chun Tien, Ko-Chi Chen, Chih-Yen Yue, Yu-En Lin, Yu-Jia Hu, Le-Jung Hsieh, Jyun-Cheng Bai, Yu-Sheng Kao, Tsung-Han Lou, Hung-Hsi Hsu, De-Qi You, Shyh-Shyuan Sheu, Wei-Chung Lo, Shih-Chieh Chang, Ya-Tang Yang, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2026	—	`conf`	A 22nm 96Mb 50.6-to-90.2TFLOPS/W Non-Linear MLC ReRAM CIM Macro with High-Retention for Mamba/Transformer/CNN. ISSCC Hung-Hsi Hsu, Win-San Khwa, Yao-Kai Yeh, Chih-Ling Wu, Chang-Yuan Chen, Yen-Che Huang, Yen-hua Lin, Cheng-Feng Chang, Yen-Tung Shao, Jen-Chun Tien, De-Qi You, Ping-Sheng Wu, Bo Zhang, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2026	J	`jnl`	A Microscaling Multi-Mode Gain-Cell Computing-in-Memory Macro for Advanced AI Edge Device. IEEE J. Solid State Circuits Jen-Chun Tien, Ping-Chun Wu, Win-San Khwa, Ashwin Sanjay Lele, Jian-Wei Su, Chiao-Yen Cheng, Jun-Ming Hsu, Yu-Chen Chen, Le-Jung Hsieh, Jyun-Cheng Bai, Yu-Sheng Kao, Tsung-Han Lou, Jui-Jen Wu, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2026	J	`jnl`	A μ-NMC-Δ-IMC Heterogeneous STT-MRAM Compute-in-Memory Macro Using Δ-Clamping Bit Reduction for Noise-Tolerant Bayesian Neural Networks. IEEE J. Solid State Circuits De-Qi You, Win-San Khwa, Bo Zhang, Fang-Yi Chen, Andrew Lee, Yu-Cheng Hung, Yi-Ming Li, Yu-Hui Wang, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Yu-Der Chih, Tsung-Yung Jonathan Chang, Meng-Fan Chang
2026	—	`conf`	Input Reuse, Weight-Stationary Dataflow and Mapping Strategy for Depthwise Convolution in Computing-in-Memory Neural Network Accelerators. ASP-DAC Chia-Chun Wang, Yu-Chih Tsai, Ren-Shuo Liu
2025	—	`conf`	14.1 A 22nm 104.5TOPS/W µ-NMC-Δ-IMC Heterogeneous STT-MRAM CIM Macro for Noise-Tolerant Bayesian Neural Networks. ISSCC De-Qi You, Win-San Khwa, Bo Zhang, Fang-Yi Chen, Andrew Lee, Yu-Cheng Hung, Yi-Ming Li, Yu-Hui Wang, Chung-Chuan Lo, Ren-Shuo Liu, Kea-Tiong Tang, Chih-Cheng Hsieh, Yu-Der Chih, Tsung-Yung Jonathan Chang, Meng-Fan Chang
2025	—	`conf`	14.2 A 16nm 216kb, 188.4TOPS/W and 133.5TFLOPS/W Microscaling Multi-Mode Gain-Cell CIM Macro Edge-AI Devices. ISSCC Win-San Khwa, Ping-Chun Wu, Jian-Wei Su, Chiao-Yen Cheng, Jun-Ming Hsu, Yu-Chen Chen, Le-Jung Hsieh, Jyun-Cheng Bai, Yu-Sheng Kao, Tsung-Han Lou, Ashwin Sanjay Lele, Jui-Jen Wu, Jen-Chun Tien, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2025	J	`jnl`	A 22 nm Floating-Point ReRAM Compute-in-Memory Macro Using Residue-Shared ADC for AI Edge Device. IEEE J. Solid State Circuits Hung-Hsi Hsu, Tai-Hao Wen, Win-San Khwa, Wei-Hsing Huang, Zhao-En Ke, Yu-Hsiang Chin, Hua-Jin Wen, Yu-Chen Chang, Wei-Ting Hsu, Ashwin Sanjay Lele, Bo Zhang, Ping-Sheng Wu, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Shih-Hsih Teng, Chung-Cheng Chou, Yu-Der Chih, Tsung-Yung Jonathan Chang, Meng-Fan Chang
2025	C	`conf`	Access Frequency-Aware Storage Reduction for Deep Learning Recommendation Model. ICCD Chia-Chun Wang, Chuan-Yao Lai, Ren-Shuo Liu
2025	J	`jnl`	An Integer-Floating-Point Dual-Mode Gain-Cell Computing-in-Memory Macro for Advanced AI Edge Chips. IEEE J. Solid State Circuits Ping-Chun Wu, Win-San Khwa, Jui-Jen Wu, Jian-Wei Su, Chuan-Jia Jhang, Ho-Yu Chen, Zhao-En Ke, Ting-Chien Chiu, Jun-Ming Hsu, Chiao-Yen Cheng, Yu-Chen Chen, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2025	C	`conf`	DMP-BFP: Dynamic Mixed-Precision Block Floating-Point and Exponent-Guided Precision Adjustment. ICCD Yu-Chih Tsai, Chia-Cheng Chang, Ren-Shuo Liu
2024	—	`conf`	34.2 A 16nm 96Kb Integer/Floating-Point Dual-Mode-Gain-Cell-Computing-in-Memory Macro Achieving 73.3-163.3TOPS/W and 33.2-91.2TFLOPS/W for AI-Edge Devices. ISSCC Win-San Khwa, Ping-Chun Wu, Jui-Jen Wu, Jian-Wei Su, Ho-Yu Chen, Zhao-En Ke, Ting-Chien Chiu, Jun-Ming Hsu, Chiao-Yen Cheng, Yu-Chen Chen, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2024	—	`conf`	34.8 A 22nm 16Mb Floating-Point ReRAM Compute-in-Memory Macro with 31.2TFLOPS/W for AI Edge Devices. ISSCC Tai-Hao Wen, Hung-Hsi Hsu, Win-San Khwa, Wei-Hsing Huang, Zhao-En Ke, Yu-Hsiang Chin, Hua-Jin Wen, Yu-Chen Chang, Wei-Ting Hsu, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Shih-Hsih Teng, Chung-Cheng Chou, Yu-Der Chih, Tsung-Yung Jonathan Chang, Meng-Fan Chang
2024	J	`jnl`	8-Bit Precision 6T SRAM Compute-in-Memory Macro Using Global Bitline-Combining Scheme for Edge AI Chips. IEEE Trans. Circuits Syst. II Express Briefs Jian-Wei Su, Pei-Jung Lu, Ping-Chun Wu, Yen-Chi Chou, Ta-Wei Liu, Yen-Lin Chung, Li-Yang Hung, Jin-Sheng Ren, Wei-Hsing Huang, Chih-Han Chien, Peng-I Mei, Sih-Han Li, Shyh-Shyuan Sheu, Wei-Chung Lo, Shih-Chieh Chang, Hao-Chiao Hong, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2024	—	`conf`	A 22nm Nonvolatile AI-Edge Processor with 21.4TFLOPS/W using 47.25Mb Lossless-Compressed-Computing STT-MRAM Near-Memory-Compute Macro. VLSI Technology and Circuits De-Qi You, Win-San Khwa, Jui-Jen Wu, Chuan-Jia Jhang, Guan-Yi Lin, Po-Jung Chen, Ting-Chien Chiu, Fang-Yi Chen, Andrew Lee, Yu-Cheng Hung, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Yu-Der Chih, Tsung-Yung Jonathan Chang, Meng-Fan Chang
2024	J	`jnl`	A Floating-Point 6T SRAM In-Memory-Compute Macro Using Hybrid-Domain Structure for Advanced AI Edge Chips. IEEE J. Solid State Circuits Ping-Chun Wu, Jian-Wei Su, Li-Yang Hong, Jin-Sheng Ren, Chih-Han Chien, Ho-Yu Chen, Chao-En Ke, Hsu-Ming Hsiao, Sih-Han Li, Shyh-Shyuan Sheu, Wei-Chung Lo, Shih-Chieh Chang, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2024	J	`jnl`	A Nonvolatile AI-Edge Processor With SLC-MLC Hybrid ReRAM Compute-in-Memory Macro Using Current-Voltage-Hybrid Readout Scheme. IEEE J. Solid State Circuits Hung-Hsi Hsu, Tai-Hao Wen, Wei-Hsing Huang, Win-San Khwa, Yun-Chen Lo, Chuan-Jia Jhang, Yu-Hsiang Chin, Yu-Chiao Chen, Chung-Chuan Lo, Ren-Shuo Liu, Kea-Tiong Tang, Chih-Cheng Hsieh, Yu-Der Chih, Tsung-Yung Jonathan Chang, Meng-Fan Chang
2024	J	`jnl`	An 8b-Precision 6T SRAM Computing-in-Memory Macro Using Time-Domain Incremental Accumulation for AI Edge Chips. IEEE J. Solid State Circuits Ping-Chun Wu, Jian-Wei Su, Yen-Lin Chung, Li-Yang Hong, Jin-Sheng Ren, Fu-Chun Chang, Yuan Wu, Ho-Yu Chen, Chen-Hsun Lin, Hsu-Ming Hsiao, Sih-Han Li, Shyh-Shyuan Sheu, Shih-Chieh Chang, Wei-Chung Lo, Chih-I Wu, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2024	J	`jnl`	An 8b-Precision 8-Mb STT-MRAM Near-Memory-Compute Macro Using Weight-Feature and Input-Sparsity Aware Schemes for Energy-Efficient Edge AI Devices. IEEE J. Solid State Circuits De-Qi You, Yen-Cheng Chiu, Win-San Khwa, Chung-Yuan Li, Fang-Ling Hsieh, Yu-An Chien, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Yu-Der Chih, Tsung-Yung Jonathan Chang, Meng-Fan Chang
2024	J	`jnl`	ISSA: Architecting CNN Accelerators Using Input-Skippable, Set-Associative Computing-in-Memory. IEEE Trans. Computers Yun-Chen Lo, Jun-Shen Wu, Chia-Chun Wang, Yu-Chih Tsai, Chih-Chen Yeh, Wen-Chien Ting, Ren-Shuo Liu
2023	J	`jnl`	8-b Precision 8-Mb ReRAM Compute-in-Memory Macro Using Direct-Current-Free Time-Domain Readout Scheme for AI Edge Devices. IEEE J. Solid State Circuits Je-Min Hung, Tai-Hao Wen, Yen-Hsiang Huang, Sheng-Po Huang, Fu-Chun Chang, Chin-I Su, Win-San Khwa, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Yu-Der Chih, Tsung-Yung Jonathan Chang, Meng-Fan Chang
2023	J	`jnl`	A 0.8 V Intelligent Vision Sensor With Tiny Convolutional Neural Network and Programmable Weights Using Mixed-Mode Processing-in-Sensor Technique for Image Classification. IEEE J. Solid State Circuits Tzu-Hsiang Hsu, Guan-Cheng Chen, Yi-Ren Chen, Ren-Shuo Liu, Chung-Chuan Lo, Kea-Tiong Tang, Meng-Fan Chang, Chih-Cheng Hsieh
2023	—	`conf`	A 22nm 832Kb Hybrid-Domain Floating-Point SRAM In-Memory-Compute Macro with 16.2-70.2TFLOPS/W for High-Accuracy AI-Edge Devices. ISSCC Ping-Chun Wu, Jian-Wei Su, Li-Yang Hong, Jin-Sheng Ren, Chih-Han Chien, Ho-Yu Chen, Chao-En Ke, Hsu-Ming Hsiao, Sih-Han Li, Shyh-Shyuan Sheu, Wei-Chung Lo, Shih-Chieh Chang, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2023	—	`conf`	A 22nm 8Mb STT-MRAM Near-Memory-Computing Macro with 8b-Precision and 46.4-160.1TOPS/W for Edge-AI Devices. ISSCC Yen-Cheng Chiu, Win-San Khwa, Chung-Yuan Li, Fang-Ling Hsieh, Yu-An Chien, Guan-Yi Lin, Po-Jung Chen, Tsen-Hsiang Pan, De-Qi You, Fang-Yi Chen, Andrew Lee, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Yu-Der Chih, Tsung-Yung Jonathan Chang, Meng-Fan Chang
2023	—	`conf`	A 28nm Nonvolatile AI Edge Processor using 4Mb Analog-Based Near-Memory-Compute ReRAM with 27.2 TOPS/W for Tiny AI Edge Devices. VLSI Technology and Circuits Tai-Hao Wen, Je-Min Hung, Hung-Hsi Hsu, Yuan Wu, Fu-Chun Chang, Chung-Yuan Li, Chih-Han Chien, Chin-I Su, Win-San Khwa, Jui-Jen Wu, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Mon-Shu Ho, Yu-Der Chih, Tsung-Yung Jonathan Chang, Meng-Fan Chang
2023	J	`jnl`	A 8-b-Precision 6T SRAM Computing-in-Memory Macro Using Segmented-Bitline Charge-Sharing Scheme for AI Edge Chips. IEEE J. Solid State Circuits Jian-Wei Su, Yen-Chi Chou, Ruhui Liu, Ta-Wei Liu, Pei-Jung Lu, Ping-Chun Wu, Yen-Lin Chung, Li-Yang Hong, Jin-Sheng Ren, Tianlong Pan, Chuan-Jia Jhang, Wei-Hsing Huang, Chih-Han Chien, Peng-I Mei, Sih-Han Li, Shyh-Shyuan Sheu, Shih-Chieh Chang, Wei-Chung Lo, Chih-I Wu, Xin Si, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2023	J	`jnl`	A Multimode Vision Sensor With Temporal Contrast Pixel and Column-Parallel Local Binary Pattern Extraction for Dynamic Depth Sensing Using Stereo Vision. IEEE J. Solid State Circuits Min-Yang Chiu, Guan-Cheng Chen, Tzu-Hsiang Hsu, Ren-Shuo Liu, Chung-Chuan Lo, Kea-Tiong Tang, Meng-Fan Chang, Chih-Cheng Hsieh
2023	—	`conf`	A Nonvolatile Al-Edge Processor with 4MB SLC-MLC Hybrid-Mode ReRAM Compute-in-Memory Macro and 51.4-251TOPS/W. ISSCC Wei-Hsing Huang, Tai-Hao Wen, Je-Min Hung, Win-San Khwa, Yun-Chen Lo, Chuan-Jia Jhang, Hung-Hsi Hsu, Yu-Hsiang Chin, Yu-Chiao Chen, Chung-Chuan Lo, Ren-Shuo Liu, Kea-Tiong Tang, Chih-Cheng Hsieh, Yu-Der Chih, Tsung-Yung Jonathan Chang, Meng-Fan Chang
2023	C	`conf`	BICEP: Exploiting Bitline Inversion for Efficient Operation-Unit-Based Compute-in-Memory Architecture: No Retraining Needed! ICCD Yun-Chen Lo, Chia-Chun Wang, Ren-Shuo Liu
2023	A*	`conf`	Bit-Serial Cache: Exploiting Input Bit Vector Repetition to Accelerate Bit-Serial Inference. DAC Yun-Chen Lo, Ren-Shuo Liu
2023	A*	`conf`	Block and Subword-Scaling Floating-Point (BSFP) : An Efficient Non-Uniform Quantization For Low Precision Inference. ICLR Yun-Chen Lo, Tse-Kuang Lee, Ren-Shuo Liu
2023	A*	`conf`	Bucket Getter: A Bucket-based Processing Engine for Low-bit Block Floating Point (BFP) DNNs. MICRO Yun-Chen Lo, Ren-Shuo Liu
2023	A	`conf`	Built-in Self-Test and Built-in Self-Repair Strategies Without Golden Signature for Computing in Memory. DATE Yu-Chih Tsai, Wen-Chien Ting, Chia-Chun Wang, Chia-Cheng Chang, Ren-Shuo Liu
2023	C	`conf`	CNN Inference Accelerators with Adjustable Feature Map Compression Ratios. ICCD Yu-Chih Tsai, Chung-Yueh Liu, Chia-Chun Wang, Tsen-Wei Hsu, Ren-Shuo Liu
2023	C	`conf`	Exploiting and Enhancing Computation Latency Variability for High-Performance Time-Domain Computing-in-Memory Neural Network Accelerators. ICCD Chia-Chun Wang, Yun-Chen Lo, Jun-Shen Wu, Yu-Chih Tsai, Chia-Cheng Chang, Tsen-Wei Hsu, Min-Wei Chu, Chuan-Yao Lai, Ren-Shuo Liu
2023	C	`conf`	FM-P2L: An Algorithm Hardware Co-design of Fixed-Point MSBs with Power-of-2 LSBs in CNN Accelerators. ICCD Jun-Shen Wu, Ren-Shuo Liu
2023	J	`jnl`	LV: Latency-Versatile Floating-Point Engine for High-Performance Deep Neural Networks. IEEE Comput. Archit. Lett. Yun-Chen Lo, Yu-Chih Tsai, Ren-Shuo Liu
2023	A*	`conf`	Morphable CIM: Improving Operation Intensity and Depthwise Capability for SRAM-CIM Architecture. DAC Yun-Chen Lo, Ren-Shuo Liu
2023	J	`jnl`	SG-Float: Achieving Memory Access and Computing Power Reduction Using Self-Gating Float in CNNs. ACM Trans. Embed. Comput. Syst. Jun-Shen Wu, Tsen-Wei Hsu, Ren-Shuo Liu
2022	—	`conf`	A 0.8V Intelligent Vision Sensor with Tiny Convolutional Neural Network and Programmable Weights Using Mixed-Mode Processing-in-Sensor Technique for Image Classification. ISSCC Tzu-Hsiang Hsu, Guan-Cheng Chen, Yi-Ren Chen, Chung-Chuan Lo, Ren-Shuo Liu, Meng-Fan Chang, Kea-Tiong Tang, Chih-Cheng Hsieh
2022	—	`conf`	A 22nm 4Mb STT-MRAM Data-Encrypted Near-Memory Computation Macro with a 192GB/s Read-and-Decryption Bandwidth and 25.1-55.1TOPS/W 8b MAC for AI Operations. ISSCC Yen-Cheng Chiu, Chia-Sheng Yang, Shih-Hsih Teng, Hsiao-Yu Huang, Fu-Chun Chang, Yuan Wu, Yu-An Chien, Fang-Ling Hsieh, Chung-Yuan Li, Guan-Yi Lin, Po-Jung Chen, Tsen-Hsiang Pan, Chung-Chuan Lo, Win-San Khwa, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Chieh-Pu Lo, Yu-Der Chih, Tsung-Yung Jonathan Chang, Meng-Fan Chang
2022	—	`conf`	A 28nm 1Mb Time-Domain Computing-in-Memory 6T-SRAM Macro with a 6.6ns Latency, 1241GOPS and 37.01TOPS/W for 8b-MAC Operations for Edge-AI Devices. ISSCC Ping-Chun Wu, Jian-Wei Su, Yen-Lin Chung, Li-Yang Hong, Jin-Sheng Ren, Fu-Chun Chang, Yuan Wu, Ho-Yu Chen, Chen-Hsun Lin, Hsu-Ming Hsiao, Sih-Han Li, Shyh-Shyuan Sheu, Shih-Chieh Chang, Wei-Chung Lo, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Chih-I Wu, Meng-Fan Chang
2022	—	`conf`	An 8-Mb DC-Current-Free Binary-to-8b Precision ReRAM Nonvolatile Computing-in-Memory Macro using Time-Space-Readout with 1286.4-21.6TOPS/W for Edge-AI Devices. ISSCC Je-Min Hung, Yen-Hsiang Huang, Sheng-Po Huang, Fu-Chun Chang, Tai-Hao Wen, Chin-I Su, Win-San Khwa, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Yu-Der Chih, Tsung-Yung Jonathan Chang, Meng-Fan Chang
2022	A	`conf`	ISSA: Input-Skippable, Set-Associative Computing-in-Memory (SA-CIM) Architecture for Neural Network Accelerators. ICCAD Yun-Chen Lo, Chih-Chen Yeh, Jun-Shen Wu, Chia-Chun Wang, Yu-Chih Tsai, Wen-Chien Ting, Ren-Shuo Liu
2022	J	`jnl`	Two-Way Transpose Multibit 6T SRAM Computing-in-Memory Macro for Inference-Training AI Edge Chips. IEEE J. Solid State Circuits Jian-Wei Su, Xin Si, Yen-Chi Chou, Ting-Wei Chang, Wei-Hsing Huang, Yung-Ning Tu, Ruhui Liu, Pei-Jung Lu, Ta-Wei Liu, Jing-Hong Wang, Yen-Lin Chung, Jin-Sheng Ren, Fu-Chun Chang, Yuan Wu, Hongwu Jiang, Shanshi Huang, Sih-Han Li, Shyh-Shyuan Sheu, Chih-I Wu, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Shimeng Yu, Meng-Fan Chang
2021	—	`conf`	16.3 A 28nm 384kb 6T-SRAM Computation-in-Memory Macro with 8b Precision for AI Edge Chips. ISSCC Jian-Wei Su, Yen-Chi Chou, Ruhui Liu, Ta-Wei Liu, Pei-Jung Lu, Ping-Chun Wu, Yen-Lin Chung, Li-Yang Hung, Jin-Sheng Ren, Tianlong Pan, Sih-Han Li, Shih-Chieh Chang, Shyh-Shyuan Sheu, Wei-Chung Lo, Chih-I Wu, Xin Si, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2021	J	`jnl`	A 0.5-V Real-Time Computational CMOS Image Sensor With Programmable Kernel for Feature Extraction. IEEE J. Solid State Circuits Tzu-Hsiang Hsu, Yi-Ren Chen, Ren-Shuo Liu, Chung-Chuan Lo, Kea-Tiong Tang, Meng-Fan Chang, Chih-Cheng Hsieh
2021	J	`jnl`	A 0.8 V Multimode Vision Sensor for Motion and Saliency Detection With Ping-Pong PWM Pixel. IEEE J. Solid State Circuits Tzu-Hsiang Hsu, Yen-Kai Chen, Min-Yang Chiu, Guan-Cheng Chen, Ren-Shuo Liu, Chung-Chuan Lo, Kea-Tiong Tang, Meng-Fan Chang, Chih-Cheng Hsieh
2021	—	`conf`	A 22nm 4Mb 8b-Precision ReRAM Computing-in-Memory Macro with 11.91 to 195.7TOPS/W for Tiny AI Edge Devices. ISSCC Cheng-Xin Xue, Je-Min Hung, Hui-Yao Kao, Yen-Hsiang Huang, Sheng-Po Huang, Fu-Chun Chang, Peng Chen, Ta-Wei Liu, Chuan-Jia Jhang, Chin-I Su, Win-San Khwa, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Yu-Der Chih, Tsung-Yung Jonathan Chang, Meng-Fan Chang
2021	—	`conf`	A Bio-Inspired Motion Detection Circuit Model for the Computation of Optical Flow: The Spatial-Temporal Filtering Reichardt Model. AICAS Hsin-Yu Wu, Wei-Tse Kao, Harrison Hao-Yu Ku, Cheng-Te Wang, Chih-Cheng Hsieh, Ren-Shuo Liu, Kea-Tiong Tang, Chung-Chuan Lo
2021	J	`jnl`	A Local Computing Cell and 6T SRAM-Based Computing-in-Memory Macro With 8-b MAC Operation for Edge AI Chips. IEEE J. Solid State Circuits Xin Si, Yung-Ning Tu, Wei-Hsing Huang, Jian-Wei Su, Pei-Jung Lu, Jing-Hong Wang, Ta-Wei Liu, Ssu-Yen Wu, Ruhui Liu, Yen-Chi Chou, Yen-Lin Chung, William Shih, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Nan-Chun Lien, Wei-Chiang Shih, Yajuan He, Qiang Li, Meng-Fan Chang
2021	—	`conf`	Integer Quadratic Integrate-and-Fire (IQIF): A Neuron Model for Digital Neuromorphic Systems. AICAS Wen-Chieh Wu, Chen-Fu Yeh, Alexander James White, Cheng-Te Wang, Zuo-Wei Yeh, Chih-Cheng Hsieh, Ren-Shuo Liu, Kea-Tiong Tang, Chung-Chuan Lo
2021	—	`conf`	Value-Aware Error Detection and Correction for SRAM Buffers in Low-Bitwidth, Floating-Point CNN Accelerators. ASP-DAC Jun-Shen Wu, Chi-En Wang, Ren-Shuo Liu
2020	—	`conf`	15.2 A 28nm 64Kb Inference-Training Two-Way Transpose Multibit 6T SRAM Compute-in-Memory Macro for AI Edge Chips. ISSCC Jian-Wei Su, Xin Si, Yen-Chi Chou, Ting-Wei Chang, Wei-Hsing Huang, Yung-Ning Tu, Ruhui Liu, Pei-Jung Lu, Ta-Wei Liu, Jing-Hong Wang, Zhixiao Zhang, Hongwu Jiang, Shanshi Huang, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Shyh-Shyuan Sheu, Sih-Han Li, Heng-Yuan Lee, Shih-Chieh Chang, Shimeng Yu, Meng-Fan Chang
2020	—	`conf`	15.4 A 22nm 2Mb ReRAM Compute-in-Memory Macro with 121-28TOPS/W for Multibit MAC Computing for Tiny AI Edge Devices. ISSCC Cheng-Xin Xue, Tsung-Yuan Huang, Je-Syu Liu, Ting-Wei Chang, Hui-Yao Kao, Jing-Hong Wang, Ta-Wei Liu, Shih-Ying Wei, Sheng-Po Huang, Wei-Chen Wei, Yi-Ren Chen, Tzu-Hsiang Hsu, Yen-Kai Chen, Yun-Chen Lo, Tai-Hsing Wen, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2020	—	`conf`	15.5 A 28nm 64Kb 6T SRAM Computing-in-Memory Macro with 8b MAC Operation for AI Edge Chips. ISSCC Xin Si, Yung-Ning Tu, Wei-Hsing Huang, Jian-Wei Su, Pei-Jung Lu, Jing-Hong Wang, Ta-Wei Liu, Ssu-Yen Wu, Ruhui Liu, Yen-Chi Chou, Zhixiao Zhang, Syuan-Hao Sie, Wei-Chen Wei, Yun-Chen Lo, Tai-Hsing Wen, Tzu-Hsiang Hsu, Yen-Kai Chen, William Shih, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Nan-Chun Lien, Wei-Chiang Shih, Yajuan He, Qiang Li, Meng-Fan Chang
2020	—	`conf`	5.9 A 0.8V Multimode Vision Sensor for Motion and Saliency Detection with Ping-Pong PWM Pixel. ISSCC Tzu-Hsiang Hsu, Yen-Kai Chen, Jun-Shen Wu, Wen-Chien Ting, Cheng-Te Wang, Chen-Fu Yeh, Syuan-Hao Sie, Yi-Ren Chen, Ren-Shuo Liu, Chung-Chuan Lo, Kea-Tiong Tang, Meng-Fan Chang, Chih-Cheng Hsieh
2020	J	`jnl`	A 4-Kb 1-to-8-bit Configurable 6T SRAM-Based Computation-in-Memory Unit-Macro for CNN-Based AI Edge Processors. IEEE J. Solid State Circuits Yen-Cheng Chiu, Zhixiao Zhang, Jia-Jing Chen, Xin Si, Ruhui Liu, Yung-Ning Tu, Jian-Wei Su, Wei-Hsing Huang, Jing-Hong Wang, Wei-Chen Wei, Je-Min Hung, Shyh-Shyuan Sheu, Sih-Han Li, Chih-I Wu, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2020	J	`jnl`	A Twin-8T SRAM Computation-in-Memory Unit-Macro for Multibit CNN-Based AI Edge Processors. IEEE J. Solid State Circuits Xin Si, Rui Liu, Shimeng Yu, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Qiang Li, Meng-Fan Chang, Jia-Jing Chen, Yung-Ning Tu, Wei-Hsing Huang, Jing-Hong Wang, Yen-Cheng Chiu, Wei-Chen Wei, Ssu-Yen Wu, Xiaoyu Sun
2020	J	`jnl`	Embedded 1-Mb ReRAM-Based Computing-in- Memory Macro With Multibit Input and Weight for CNN-Based AI Edge Processors. IEEE J. Solid State Circuits Cheng-Xin Xue, Ting-Wei Chang, Tung-Cheng Chang, Hui-Yao Kao, Yen-Cheng Chiu, Chun-Ying Lee, Ya-Chin King, Chrong Jung Lin, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Wei-Hao Chen, Meng-Fan Chang, Je-Syu Liu, Jia-Fang Li, Wei-Yu Lin, Wei-En Lin, Jing-Hong Wang, Wei-Chen Wei, Tsung-Yuan Huang
2019	—	`conf`	A 0.5V Real-Time Computational CMOS Image Sensor with Programmable Kernel for Always-On Feature Extraction. A-SSCC Tzu-Hsiang Hsu, Yen-Kai Chen, Tai-Hsing Wen, Wei-Chen Wei, Yi-Ren Chen, Fu-Chun Chang, Ren-Shuo Liu, Chung-Chuan Lo, Kea-Tiong Tang, Meng-Fan Chang, Chih-Cheng Hsieh
2019	—	`conf`	A 1Mb Multibit ReRAM Computing-In-Memory Macro with 14.6ns Parallel MAC Computing Time for CNN Based AI Edge Processors. ISSCC Cheng-Xin Xue, Wei-Hao Chen, Je-Syu Liu, Jia-Fang Li, Wei-Yu Lin, Wei-En Lin, Jing-Hong Wang, Wei-Chen Wei, Ting-Wei Chang, Tung-Cheng Chang, Tsung-Yuan Huang, Hui-Yao Kao, Shih-Ying Wei, Yen-Cheng Chiu, Chun-Ying Lee, Chung-Chuan Lo, Ya-Chin King, Chorng-Jung Lin, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2019	—	`conf`	A 55nm 1-to-8 bit Configurable 6T SRAM based Computing-in-Memory Unit-Macro for CNN-based AI Edge Processors. A-SSCC Zhixiao Zhang, Jia-Jing Chen, Xin Si, Yung-Ning Tu, Jian-Wei Su, Wei-Hsing Huang, Jing-Hong Wang, Wei-Chen Wei, Yen-Cheng Chiu, Je-Min Hong, Shyh-Shyuan Sheu, Sih-Han Li, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2019	—	`conf`	A Twin-8T SRAM Computation-In-Memory Macro for Multiple-Bit CNN-Based Machine Learning. ISSCC Xin Si, Jia-Jing Chen, Yung-Ning Tu, Wei-Hsing Huang, Jing-Hong Wang, Yen-Cheng Chiu, Wei-Chen Wei, Ssu-Yen Wu, Xiaoyu Sun, Rui Liu, Shimeng Yu, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Qiang Li, Meng-Fan Chang
2019	—	`conf`	AIP: Saving the DRAM Access Energy of CNNs Using Approximate Inner Products. AICAS Cheng-Hsuan Cheng, Ren-Shuo Liu
2019	—	`conf`	Considerations Of Integrating Computing-In-Memory And Processing-In-Sensor Into Convolutional Neural Network Accelerators For Low-Power Edge Devices. VLSI Circuits Kea-Tiong Tang, Wei-Chen Wei, Zuo-Wei Yeh, Tzu-Hsiang Hsu, Yen-Cheng Chiu, Cheng-Xin Xue, Yu-Chun Kuo, Tai-Hsing Wen, Mon-Shu Ho, Chung-Chuan Lo, Ren-Shuo Liu, Chih-Cheng Hsieh, Meng-Fan Chang
2019	Misc	`conf`	Long-Term JPEG Data Protection and Recovery for NAND Flash-Based Solid-State Storage. MSST Yu-Chun Kuo, Ruei-Fong Chiu, Ren-Shuo Liu
2019	—	`conf`	OPTR: Order-Preserving Translation and Recovery Design for SSDs with a Standard Block Device Interface. USENIX ATC Yun-Sheng Chang, Ren-Shuo Liu
2019	—	`conf`	Physically Tightly Coupled, Logically Loosely Coupled, Near-Memory BNN Accelerator (PTLL-BNN). ESSCIRC Yun-Chen Lo, Yu-Chun Kuo, Yun-Sheng Chang, Jian-Hao Huang, Jun-Shen Wu, Wen-Chien Ting, Tai-Hsing Wen, Ren-Shuo Liu
2018	—	`conf`	A 65nm 1Mb nonvolatile computing-in-memory ReRAM macro with sub-16ns multiply-and-accumulate for binary DNN AI edge processors. ISSCC Wei-Hao Chen, Kai-Xiang Li, Wei-Yu Lin, Kuo-Hsiang Hsu, Pin-Yi Li, Cheng-Han Yang, Cheng-Xin Xue, En-Yu Yang, Yen-Kai Chen, Yun-Sheng Chang, Tzu-Hsiang Hsu, Ya-Chin King, Chorng-Jung Lin, Ren-Shuo Liu, Chih-Cheng Hsieh, Kea-Tiong Tang, Meng-Fan Chang
2018	—	`conf`	A Neuromorphic Computing System for Bitwise Neural Networks Based on ReRAM Synaptic Array. BioCAS Pin-Yi Li, Cheng-Han Yang, Wei-Hao Chen, Jian-Hao Huang, Wei-Chen Wei, Je-Syu Liu, Wei-Yu Lin, Tzu-Hsiang Hsu, Chih-Cheng Hsieh, Ren-Shuo Liu, Meng-Fan Chang, Kea-Tiong Tang
2018	—	`conf`	DI-SSD: Desymmetrized interconnection architecture and dynamic timing calibration for solid-state drives. ASP-DAC Jian-Hao Huang, Ren-Shuo Liu
2018	—	`conf`	DrowsyNet: Convolutional neural networks with runtime power-accuracy tunability using inference-stage dropout. VLSI-DAT Ren-Shuo Liu, Yun-Chen Lo, Yuan-Chun Luo, Chih-Yu Shen, Cheng-Ju Lee
2017	A	`conf`	VST: A virtual stress testing framework for discovering bugs in SSD flash-translation layers. ICCAD Ren-Shuo Liu, Yun-Sheng Chang, Chih-Wen Hung
2016	J	`jnl`	Improving Read Performance of NAND Flash SSDs by Exploiting Error Locality. IEEE Trans. Computers Ren-Shuo Liu, Meng-Yen Chuang, Chia-Lin Yang, Cheng-Hsuan Li, Kin-Chu Ho, Hsiang-Pang Li
2014	A*	`conf`	EC-Cache: Exploiting Error Locality to Optimize LDPC in NAND Flash-Based SSDs. DAC Ren-Shuo Liu, Meng-Yen Chuang, Chia-Lin Yang, Cheng-Hsuan Li, Kin-Chu Ho, Hsiang-Pang Li
2014	A*	`conf`	NVM duet: unified working memory and persistent store architecture. ASPLOS Ren-Shuo Liu, De-Yu Shen, Chia-Lin Yang, Shun-Chih Yu, Cheng-Yuan Michael Wang
2013	A*	`conf`	DuraCache: a durable SSD cache using MLC NAND flash. DAC Ren-Shuo Liu, Chia-Lin Yang, Cheng-Hsuan Li, Geng-You Chen
2012	A	`conf`	Optimizing NAND flash-based SSDs via retention relaxation. FAST Ren-Shuo Liu, Chia-Lin Yang, Wei Wu
2010	—	`conf`	Parallelization and characterization of GARCH option pricing on GPUs. IISWC Ren-Shuo Liu, Yun-Cheng Tsai, Chia-Lin Yang