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Meng-Fan Marvin Chang
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2020 – today
- 2024
[j93]Ashwin Sanjay Lele
, Muya Chang, Samuel D. Spetalnick, Brian Crafton, Shota Konno, Zishen Wan, Ashwin Bhat, Win-San Khwa, Yu-Der Chih, Meng-Fan Chang, Arijit Raychowdhury:
A Heterogeneous RRAM In-Memory and SRAM Near-Memory SoC for Fused Frame and Event-Based Target Identification and Tracking. IEEE J. Solid State Circuits 59(1): 52-64 (2024)- [j92]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:
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 59(1): 116-127 (2024) - [j91]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:
A Floating-Point 6T SRAM In-Memory-Compute Macro Using Hybrid-Domain Structure for Advanced AI Edge Chips. IEEE J. Solid State Circuits 59(1): 196-207 (2024) - [j90]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:
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 59(1): 219-230 (2024) - [j89]Jinshan Yue, Yongpan Liu, Xiaoyu Feng, Yifan He, Jingyu Wang, Zhe Yuan, Mingtao Zhan, Jiaxin Liu, Jian-Wei Su, Yen-Lin Chung, Ping-Chun Wu, Li-Yang Hong, Meng-Fan Chang, Nan Sun, Chunmeng Dou, Xueqing Li, Ming Liu, Huazhong Yang:
An Energy-Efficient Computing-in-Memory NN Processor With Set-Associate Blockwise Sparsity and Ping-Pong Weight Update. IEEE J. Solid State Circuits 59(5): 1612-1627 (2024) - [j88]Akash Levy, Luke R. Upton, Michael D. Scott, Dennis Rich, Win-San Khwa, Yu-Der Chih, Meng-Fan Chang, Subhasish Mitra, Boris Murmann, Priyanka Raina:
EMBER: Efficient Multiple-Bits-Per-Cell Embedded RRAM Macro for High-Density Digital Storage. IEEE J. Solid State Circuits 59(7): 2081-2092 (2024) - [j87]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:
An 8b-Precision 6T SRAM Computing-in-Memory Macro Using Time-Domain Incremental Accumulation for AI Edge Chips. IEEE J. Solid State Circuits 59(7): 2297-2309 (2024) - [j86]Xiaoyu Sun, Weidong Cao, Brian Crafton, Kerem Akarvardar, Haruki Mori, Hidehiro Fujiwara, Hiroki Noguchi, Yu-Der Chih, Meng-Fan Chang, Yih Wang, Tsung-Yung Jonathan Chang:
Efficient Processing of MLPerf Mobile Workloads Using Digital Compute-In-Memory Macros. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 43(4): 1191-1205 (2024) - [j85]Yen-Wen Chen, Rui-Hsuan Wang, Yu-Hsiang Cheng, Chih-Cheng Lu, Meng-Fan Chang, Kea-Tiong Tang:
SUN: Dynamic Hybrid-Precision SRAM-Based CIM Accelerator With High Macro Utilization Using Structured Pruning Mixed-Precision Networks. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 43(7): 2163-2176 (2024) - [j84]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:
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 71(4): 2304-2308 (2024) - [j83]Xiaoyu Sun, Xiaochen Peng, Sai Qian Zhang, Jorge Gomez, Win-San Khwa, Syed Shakib Sarwar, Ziyun Li, Weidong Cao, Zhao Wang, Chiao Liu, Meng-Fan Chang, Barbara De Salvo, Kerem Akarvardar, H.-S. Philip Wong:
Estimating Power, Performance, and Area for On-Sensor Deployment of AR/VR Workloads Using an Analytical Framework. ACM Trans. Design Autom. Electr. Syst. 29(6): 1-27 (2024) - [c110]Samuel D. Spetalnick, Ashwin Sanjay Lele, Brian Crafton, Muya Chang, Sigang Ryu, Jong-Hyeok Yoon, Zhijian Hao, Azadeh Ansari, Win-San Khwa, Yu-Der Chih, Meng-Fan Chang, Arijit Raychowdhury:
30.1 A 40nm VLIW Edge Accelerator with 5MB of 0.256pJ/b RRAM and a Localization Solver for Bristle Robot Surveillance. ISSCC 2024: 482-484 - [c109]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:
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 2024: 568-570 - [c108]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:
34.8 A 22nm 16Mb Floating-Point ReRAM Compute-in-Memory Macro with 31.2TFLOPS/W for AI Edge Devices. ISSCC 2024: 580-582 - [c107]Kartik Prabhu, Robert M. Radway, Y. Jeffrey, Kai Bartolone, Massimo Giordano, Fabian Peddinghaus, Yonatan Urman, Win-San Khwa, Yu-Der Chih, Meng-Fan Chang, Subhasish Mitra, Priyanka Raina:
MINOTAUR: An Edge Transformer Inference and Training Accelerator with 12 MBytes On-Chip Resistive RAM and Fine-Grained Spatiotemporal Power Gating. VLSI Technology and Circuits 2024: 1-2 - [c106]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:
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 2024: 1-2 - [i3]Wei-Hsing Huang, Jianwei Jia, Yuyao Kong, Faaiq Waqar, Tai-Hao Wen, Meng-Fan Chang, Shimeng Yu:
Hardware Acceleration of Kolmogorov-Arnold Network (KAN) for Lightweight Edge Inference. CoRR abs/2409.11418 (2024) - 2023
- [j82]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:
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 58(1): 303-315 (2023) - [j81]Ruiqi Guo, Zhiheng Yue, Xin Si, Hao Li, Te Hu, Limei Tang, Yabing Wang, Hao Sun, Leibo Liu, Meng-Fan Chang, Qiang Li, Shaojun Wei, Shouyi Yin:
TT@CIM: A Tensor-Train In-Memory-Computing Processor Using Bit-Level-Sparsity Optimization and Variable Precision Quantization. IEEE J. Solid State Circuits 58(3): 852-866 (2023) - [j80]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:
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 58(3): 877-892 (2023) - [j79]Min-Yang Chiu, Guan-Cheng Chen, Tzu-Hsiang Hsu, Ren-Shuo Liu, Chung-Chuan Lo, Kea-Tiong Tang, Meng-Fan Chang, Chih-Cheng Hsieh:
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 58(10): 2767-2777 (2023) - [j78]Tzu-Hsiang Hsu, Guan-Cheng Chen, Yi-Ren Chen, Ren-Shuo Liu, Chung-Chuan Lo, Kea-Tiong Tang, Meng-Fan Chang, Chih-Cheng Hsieh:
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 58(11): 3266-3274 (2023) - [c105]Luke R. Upton, Akash Levy, Michael D. Scott, Dennis Rich, Win-San Khwa, Yu-Der Chih, Meng-Fan Chang, Subhasish Mitra, Priyanka Raina, Boris Murmann:
EMBER: A 100 MHz, 0.86 mm2, Multiple-Bits-per-Cell RRAM Macro in 40 nm CMOS with Compact Peripherals and 1.0 pJ/bit Read Circuitry. ESSCIRC 2023: 469-472 - [c104]Zexi Ji, Hanrui Wang, Miaorong Wang, Win-San Khwa, Meng-Fan Chang, Song Han, Anantha P. Chandrakasan:
A Fully-Integrated Energy-Scalable Transformer Accelerator Supporting Adaptive Model Configuration and Word Elimination for Language Understanding on Edge Devices. ISLPED 2023: 1-6 - [c103]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:
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 2023: 126-127 - [c102]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, Chuna-Chuan Lo, Ren-Shuo Liu, Kea-Tiong Tang, Chih-Cheng Hsieh, Yu-Der Chih, Tsung-Yung Jonathan Chang, Meng-Fan Chang:
A Nonvolatile Al-Edge Processor with 4MB SLC-MLC Hybrid-Mode ReRAM Compute-in-Memory Macro and 51.4-251TOPS/W. ISSCC 2023: 258-259 - [c101]Muya Chang, Ashwin Sanjay Lele, Samuel D. Spetalnick, Brian Crafton, Shota Konno, Zishen Wan, Ashwin Bhat, Win-San Khwa, Yu-Der Chih, Meng-Fan Chang, Arijit Raychowdhury:
A 73.53TOPS/W 14.74TOPS Heterogeneous RRAM In-Memory and SRAM Near-Memory SoC for Hybrid Frame and Event-Based Target Tracking. ISSCC 2023: 426-427 - [c100]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:
A 22nm 8Mb STT-MRAM Near-Memory-Computing Macro with 8b-Precision and 46.4-160.1TOPS/W for Edge-AI Devices. ISSCC 2023: 496-497 - [c99]Hung-Hsi Hsu, Tai-Hao Wen, Ping-Chun Wu, Chuan-Jia Jhang, De-Qi You, Ping-Cheng Chen, Meng-Fan Chang:
Challenges in Circuits of Nonvolatile Compute-In-Memory for Edge AI Chips. MWSCAS 2023: 98-102 - [c98]Samuel D. Spetalnick, Muya Chang, Shota Konno, Brian Crafton, Ashwin Sanjay Lele, Win-San Khwa, Yu-Der Chih, Meng-Fan Chang, Arijit Raychowdhury:
A 2.38 MCells/mm2 9.81 -350 TOPS/W RRAM Compute-in-Memory Macro in 40nm CMOS with Hybrid Offset/IOFF Cancellation and ICELL RBLSL Drop Mitigation. VLSI Technology and Circuits 2023: 1-2 - [c97]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:
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 2023: 1-2 - [e1]Ronald Tetzlaff, Fernando Corinto, Neil Kemp, Alon Ascoli, Andreas Mögel, Meng-Fan Marvin Chang, Joseph S. Friedman, Siting Liu, John Paul Strachan, Stephan Menzel, Mehdi B. Tahoori, Martin Ziegler, Jason Eshraghian, Ioannis Messaris, Christian Koitzsch, Thomas Mikolajick, Vasileios G. Ntinas:
Proceedings of the 18th ACM International Symposium on Nanoscale Architectures, NANOARCH 2023, Dresden, Germany, December 18-20, 2023. ACM 2023 [contents] - 2022
- [j77]Jong-Hyeok Yoon, Muya Chang, Win-San Khwa, Yu-Der Chih, Meng-Fan Chang, Arijit Raychowdhury:
A 40-nm, 64-Kb, 56.67 TOPS/W Voltage-Sensing Computing-In-Memory/Digital RRAM Macro Supporting Iterative Write With Verification and Online Read-Disturb Detection. IEEE J. Solid State Circuits 57(1): 68-79 (2022) - [j76]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:
Two-Way Transpose Multibit 6T SRAM Computing-in-Memory Macro for Inference-Training AI Edge Chips. IEEE J. Solid State Circuits 57(2): 609-624 (2022) - [j75]Jong-Hyeok Yoon, Muya Chang, Win-San Khwa, Yu-Der Chih, Meng-Fan Chang, Arijit Raychowdhury:
A 40-nm 118.44-TOPS/W Voltage-Sensing Compute-in-Memory RRAM Macro With Write Verification and Multi-Bit Encoding. IEEE J. Solid State Circuits 57(3): 845-857 (2022) - [j74]Kartik Prabhu, Albert Gural, Zainab F. Khan, Robert M. Radway, Massimo Giordano, Kalhan Koul, Rohan Doshi, John W. Kustin, Timothy Liu, Gregorio B. Lopes, Victor Turbiner, Win-San Khwa, Yu-Der Chih, Meng-Fan Chang, Guénolé Lallement, Boris Murmann, Subhasish Mitra, Priyanka Raina:
CHIMERA: A 0.92-TOPS, 2.2-TOPS/W Edge AI Accelerator With 2-MByte On-Chip Foundry Resistive RAM for Efficient Training and Inference. IEEE J. Solid State Circuits 57(4): 1013-1026 (2022) - [j73]Yen-Cheng Chiu, Tung-Cheng Chang, Chun-Ying Lee, Je-Min Hung, Kuang-Tang Chang, Cheng-Xin Xue, Ssu-Yen Wu, Hui-Yao Kao, Peng Chen, Hsiao-Yu Huang, Shih-Hsih Teng, Chieh-Pu Lo, Yi-Chun Shih, Yu-Der Chih, Tsung-Yung Jonathan Chang, Yier Jin, Meng-Fan Chang:
A 22-nm 1-Mb 1024-b Read Data-Protected STT-MRAM Macro With Near-Memory Shift-and-Rotate Functionality and 42.6-GB/s Read Bandwidth for Security-Aware Mobile Device. IEEE J. Solid State Circuits 57(6): 1936-1949 (2022) - [j72]Jinshan Yue, Yongpan Liu, Zhe Yuan, Xiaoyu Feng, Yifan He, Wenyu Sun, Zhixiao Zhang, Xin Si, Ruhui Liu, Zi Wang, Meng-Fan Chang, Chunmeng Dou, Xueqing Li, Ming Liu, Huazhong Yang:
STICKER-IM: A 65 nm Computing-in-Memory NN Processor Using Block-Wise Sparsity Optimization and Inter/Intra-Macro Data Reuse. IEEE J. Solid State Circuits 57(8): 2560-2573 (2022) - [j71]Syuan-Hao Sie, Jye-Luen Lee, Yi-Ren Chen, Zuo-Wei Yeh, Zhaofang Li, Chih-Cheng Lu, Chih-Cheng Hsieh, Meng-Fan Chang, Kea-Tiong Tang:
MARS: Multimacro Architecture SRAM CIM-Based Accelerator With Co-Designed Compressed Neural Networks. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 41(5): 1550-1562 (2022) - [j70]Wei-Ting Lin, Hsiang-Yun Cheng, Chia-Lin Yang, Meng-Yao Lin, Kai Lien, Han-Wen Hu, Hung-Sheng Chang, Hsiang-Pang Li, Meng-Fan Chang, Yen-Ting Tsou, Chin-Fu Nien:
DL-RSIM: A Reliability and Deployment Strategy Simulation Framework for ReRAM-based CNN Accelerators. ACM Trans. Embed. Comput. Syst. 21(3): 24:1-24:29 (2022) - [c96]Chia-Yu Hsieh, Shih-Ting Lin, Zhaofang Li, Chih-Cheng Lu, Meng-Fan Chang, Kea-Tiong Tang:
MARSv2: Multicore and Programmable Reconstruction Architecture SRAM CIM-Based Accelerator with Lightweight Network. AICAS 2022: 383-386 - [c95]Hao-Wen Kuo, Rui-Hsuan Wang, Zhaofang Li, Shih-Ting Lin, Meng-Fan Chang, Kea-Tiong Tang:
A Two-stage Training Framework for Hardware Constraints of Computing-in-Memory Architecture. APCCAS 2022: 30-34 - [c94]Xingchen Li, Bingzhe Wu, Guangyu Sun, Zhe Zhang, Zhihang Yuan, Runsheng Wang, Ru Huang, Dimin Niu, Hongzhong Zheng, Zhichao Lu, Liang Zhao, Meng-Fan Marvin Chang, Tianchan Guan, Xin Si:
Enabling High-Quality Uncertainty Quantification in a PIM Designed for Bayesian Neural Network. HPCA 2022: 1043-1055 - [c93]Meng-Fan Chang, Je-Ming Hung, Ping-Cheng Chen, Tai-Hao Wen:
Reliable Computing of ReRAM Based Compute-in-Memory Circuits for AI Edge Devices. ICCAD 2022: 158:1-158:6 - [c92]Muya Chang, Samuel D. Spetalnick, Brian Crafton, Win-San Khwa, Yu-Der Chih, Meng-Fan Chang, Arijit Raychowdhury:
A 40nm 60.64TOPS/W ECC-Capable Compute-in-Memory/Digital 2.25MB/768KB RRAM/SRAM System with Embedded Cortex M3 Microprocessor for Edge Recommendation Systems. ISSCC 2022: 1-3 - [c91]Tzu-Hsiang Hsu, Guan-Cheng Chen, Yi-Ren Chen, Chung-Chuan Lo, Ren-Shuo Liu, Meng-Fan Chang, Kea-Tiong Tang, Chih-Cheng Hsieh:
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 2022: 1-3 - [c90]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:
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 2022: 1-3 - [c89]Win-San Khwa, Yen-Cheng Chiu, Chuan-Jia Jhang, Sheng-Po Huang, Chun-Ying Lee, Tai-Hao Wen, Fu-Chun Chang, Shao-Ming Yu, Tung-Yin Lee, Meng-Fan Chang:
A 40-nm, 2M-Cell, 8b-Precision, Hybrid SLC-MLC PCM Computing-in-Memory Macro with 20.5 - 65.0TOPS/W for Tiny-Al Edge Devices. ISSCC 2022: 1-3 - [c88]Samuel D. Spetalnick, Muya Chang, Brian Crafton, Win-San Khwa, Yu-Der Chih, Meng-Fan Chang, Arijit Raychowdhury:
A 40nm 64kb 26.56TOPS/W 2.37Mb/mm2RRAM Binary/Compute-in-Memory Macro with 4.23x Improvement in Density and >75% Use of Sensing Dynamic Range. ISSCC 2022: 1-3 - [c87]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:
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 2022: 1-3 - [c86]Han-Wen Hu, Wei-Chen Wang, Chung Kuang Chen, Yung-Chun Lee, Bo-Rong Lin, Huai-Mu Wang, Yen-Po Lin, Yu-Chao Lin, Chih-Chang Hsieh, Chia-Ming Hu, Yi-Ting Lai, Han-Sung Chen, Yuan-Hao Chang, Hsiang-Pang Li, Tei-Wei Kuo, Keh-Chung Wang, Meng-Fan Chang, Chun-Hsiung Hung, Chih-Yuan Lu:
A 512Gb In-Memory-Computing 3D-NAND Flash Supporting Similar-Vector-Matching Operations on Edge-AI Devices. ISSCC 2022: 138-140 - [c85]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:
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 2022: 178-180 - [c84]Han-Wen Hu, Wei-Chen Wang, Yuan-Hao Chang, Yung-Chun Lee, Bo-Rong Lin, Huai-Mu Wang, Yen-Po Lin, Yu-Ming Huang, Chong-Ying Lee, Tzu-Hsiang Su, Chih-Chang Hsieh, Chia-Ming Hu, Yi-Ting Lai, Chung Kuang Chen, Han-Sung Chen, Hsiang-Pang Li, Tei-Wei Kuo, Meng-Fan Chang, Keh-Chung Wang, Chun-Hsiung Hung, Chih-Yuan Lu:
ICE: An Intelligent Cognition Engine with 3D NAND-based In-Memory Computing for Vector Similarity Search Acceleration. MICRO 2022: 763-783 - 2021
- [j69]Tzu-Hsiang Hsu, Yi-Ren Chen, Ren-Shuo Liu, Chung-Chuan Lo, Kea-Tiong Tang, Meng-Fan Chang, Chih-Cheng Hsieh:
A 0.5-V Real-Time Computational CMOS Image Sensor With Programmable Kernel for Feature Extraction. IEEE J. Solid State Circuits 56(5): 1588-1596 (2021) - [j68]Bohan Lin, Yachuan Pang, Bin Gao, Jianshi Tang, Dong Wu, Ting-Wei Chang, Wei-En Lin, Xiaoyu Sun, Shimeng Yu, Meng-Fan Chang, He Qian, Huaqiang Wu:
A Highly Reliable RRAM Physically Unclonable Function Utilizing Post-Process Randomness Source. IEEE J. Solid State Circuits 56(5): 1641-1650 (2021) - [j67]Jinshan Yue, Yongpan Liu, Ruoyang Liu, Wenyu Sun, Zhe Yuan, Yung-Ning Tu, Yi-Ju Chen, Ao Ren, Yanzhi Wang, Meng-Fan Chang, Xueqing Li, Huazhong Yang:
STICKER-T: An Energy-Efficient Neural Network Processor Using Block-Circulant Algorithm and Unified Frequency-Domain Acceleration. IEEE J. Solid State Circuits 56(6): 1936-1948 (2021) - [j66]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:
A 0.8 V Multimode Vision Sensor for Motion and Saliency Detection With Ping-Pong PWM Pixel. IEEE J. Solid State Circuits 56(8): 2516-2524 (2021) - [j65]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:
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 56(9): 2817-2831 (2021) - [j64]Yue Xi, Bin Gao, Jianshi Tang, An Chen, Meng-Fan Chang, Xiaobo Sharon Hu, Jan Van der Spiegel, He Qian, Huaqiang Wu:
In-memory Learning with Analog Resistive Switching Memory: A Review and Perspective. Proc. IEEE 109(1): 14-42 (2021) - [j63]Chuan-Jia Jhang, Cheng-Xin Xue, Je-Min Hung, Fu-Chun Chang, Meng-Fan Chang:
Challenges and Trends of SRAM-Based Computing-In-Memory for AI Edge Devices. IEEE Trans. Circuits Syst. I Regul. Pap. 68(5): 1773-1786 (2021) - [j62]Linfang Wang, Wang Ye, Chunmeng Dou, Xin Si, Xiaoxin Xu, Jing Liu, Dashan Shang, Jianfeng Gao, Feng Zhang, Yongpan Liu, Meng-Fan Chang, Qi Liu:
Efficient and Robust Nonvolatile Computing-In-Memory Based on Voltage Division in 2T2R RRAM With Input-Dependent Sensing Control. IEEE Trans. Circuits Syst. II Express Briefs 68(5): 1640-1644 (2021) - [c83]Xin Si, Yongliang Zhou, Jun Yang, Meng-Fan Chang:
Challenge and Trend of SRAM Based Computation-in-Memory Circuits for AI Edge Devices. ASICON 2021: 1-4 - [c82]Jong-Hyeok Yoon, Muya Chang, Win-San Khwa, Yu-Der Chih, Meng-Fan Chang, Arijit Raychowdhury:
A 40nm 100Kb 118.44TOPS/W Ternary-weight Computein-Memory RRAM Macro with Voltage-sensing Read and Write Verification for reliable multi-bit RRAM operation. CICC 2021: 1-2 - [c81]Linfang Wang, Wang Ye, Junjie An, Chunmeng Dou, Qi Liu, Meng-Fan Chang, Ming Liu:
Sparsity-Aware Clamping Readout Scheme for High Parallelism and Low Power Nonvolatile Computing-in-Memory Based on Resistive Memory. ISCAS 2021: 1-4 - [c80]Yuxin Zhang, Sitao Zeng, Zhiguo Zhu, Zhaolong Qin, Chen Wang, Jingjing Li, Sanfeng Zhang, Yajuan He, Chunmeng Dou, Xin Si, Meng-Fan Chang, Qiang Li:
A 40nm 1Mb 35.6 TOPS/W MLC NOR-Flash Based Computation-in-Memory Structure for Machine Learning. ISCAS 2021: 1-5 - [c79]Jinshan Yue, Xiaoyu Feng, Yifan He, Yuxuan Huang, Yipeng Wang, Zhe Yuan, Mingtao Zhan, Jiaxin Liu, Jian-Wei Su, Yen-Lin Chung, Ping-Chun Wu, Li-Yang Hung, Meng-Fan Chang, Nan Sun, Xueqing Li, Huazhong Yang, Yongpan Liu:
A 2.75-to-75.9TOPS/W Computing-in-Memory NN Processor Supporting Set-Associate Block-Wise Zero Skipping and Ping-Pong CIM with Simultaneous Computation and Weight Updating. ISSCC 2021: 238-240 - [c78]Ruiqi Guo, Zhiheng Yue, Xin Si, Te Hu, Hao Li, Limei Tang, Yabing Wang, Leibo Liu, Meng-Fan Chang, Qiang Li, Shaojun Wei, Shouyi Yin:
15.4 A 5.99-to-691.1TOPS/W Tensor-Train In-Memory-Computing Processor Using Bit-Level-Sparsity-Based Optimization and Variable-Precision Quantization. ISSCC 2021: 242-244 - [c77]Meng-Fan Chang, Ru Huang, Seung-Jun Bae:
Session 16 Overview: Computation in Memory Memory Subcommittee. ISSCC 2021: 244-245 - [c76]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:
A 22nm 4Mb 8b-Precision ReRAM Computing-in-Memory Macro with 11.91 to 195.7TOPS/W for Tiny AI Edge Devices. ISSCC 2021: 245-247 - [c75]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:
16.3 A 28nm 384kb 6T-SRAM Computation-in-Memory Macro with 8b Precision for AI Edge Chips. ISSCC 2021: 250-252 - [c74]Yu-Der Chih, Po-Hao Lee, Hidehiro Fujiwara, Yi-Chun Shih, Chia-Fu Lee, Rawan Naous, Yu-Lin Chen, Chieh-Pu Lo, Cheng-Han Lu, Haruki Mori, Wei-Cheng Zhao, Dar Sun, Mahmut E. Sinangil, Yen-Huei Chen, Tan-Li Chou, Kerem Akarvardar, Hung-Jen Liao, Yih Wang, Meng-Fan Chang, Tsung-Yung Jonathan Chang:
An 89TOPS/W and 16.3TOPS/mm2 All-Digital SRAM-Based Full-Precision Compute-In Memory Macro in 22nm for Machine-Learning Edge Applications. ISSCC 2021: 252-254 - [c73]Jong-Hyeok Yoon, Muya Chang, Win-San Khwa, Yu-Der Chih, Meng-Fan Chang, Arijit Raychowdhury:
29.1 A 40nm 64Kb 56.67TOPS/W Read-Disturb-Tolerant Compute-in-Memory/Digital RRAM Macro with Active-Feedback-Based Read and In-Situ Write Verification. ISSCC 2021: 404-406 - [c72]Massimo Giordano, Kartik Prabhu, Kalhan Koul, Robert M. Radway, Albert Gural, Rohan Doshi, Zainab F. Khan, John W. Kustin, Timothy Liu, Gregorio B. Lopes, Victor Turbiner, Win-San Khwa, Yu-Der Chih, Meng-Fan Chang, Guénolé Lallement, Boris Murmann, Subhasish Mitra, Priyanka Raina:
CHIMERA: A 0.92 TOPS, 2.2 TOPS/W Edge AI Accelerator with 2 MByte On-Chip Foundry Resistive RAM for Efficient Training and Inference. VLSI Circuits 2021: 1-2 - [c71]Ruiqi Guo, Hao Li, Ruhui Liu, Zhixiao Zhang, Limei Tang, Hao Sun, Leibo Liu, Meng-Fan Chang, Shaojun Wei, Shouyi Yin:
A 6.54-to-26.03 TOPS/W Computing-In-Memory RNN Processor using Input Similarity Optimization and Attention-based Context-breaking with Output Speculation. VLSI Circuits 2021: 1-2 - 2020
- [j61]Tony Chan Carusone, Mingoo Seok, Hsie-Chia Chang, Meng-Fan Chang:
Introduction to the Special Issue on the 2019 IEEE International Solid-State Circuits Conference (ISSCC). IEEE J. Solid State Circuits 55(1): 3-5 (2020) - [j60]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:
A Twin-8T SRAM Computation-in-Memory Unit-Macro for Multibit CNN-Based AI Edge Processors. IEEE J. Solid State Circuits 55(1): 189-202 (2020) - [j59]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:
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 55(1): 203-215 (2020) - [j58]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:
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 55(10): 2790-2801 (2020) - [c70]Hongwu Jiang, Shanshi Huang, Xiaochen Peng, Jian-Wei Su, Yen-Chi Chou, Wei-Hsing Huang, Ta-Wei Liu, Ruhui Liu, Meng-Fan Chang, Shimeng Yu:
A Two-way SRAM Array based Accelerator for Deep Neural Network On-chip Training. DAC 2020: 1-6 - [c69]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:
5.9 A 0.8V Multimode Vision Sensor for Motion and Saliency Detection with Ping-Pong PWM Pixel. ISSCC 2020: 110-112 - [c68]Tung-Cheng Chang, Yen-Cheng Chiu, Chun-Ying Lee, Je-Min Hung, Kuang-Tang Chang, Cheng-Xin Xue, Ssu-Yen Wu, Hui-Yao Kao, Peng Chen, Hsiao-Yu Huang, Shih-Hsih Teng, Meng-Fan Chang:
13.4 A 22nm 1Mb 1024b-Read and Near-Memory-Computing Dual-Mode STT-MRAM Macro with 42.6GB/s Read Bandwidth for Security-Aware Mobile Devices. ISSCC 2020: 224-226 - [c67]Jinshan Yue, Zhe Yuan, Xiaoyu Feng, Yifan He, Zhixiao Zhang, Xin Si, Ruhui Liu, Meng-Fan Chang, Xueqing Li, Huazhong Yang, Yongpan Liu:
14.3 A 65nm Computing-in-Memory-Based CNN Processor with 2.9-to-35.8TOPS/W System Energy Efficiency Using Dynamic-Sparsity Performance-Scaling Architecture and Energy-Efficient Inter/Intra-Macro Data Reuse. ISSCC 2020: 234-236 - [c66]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:
15.2 A 28nm 64Kb Inference-Training Two-Way Transpose Multibit 6T SRAM Compute-in-Memory Macro for AI Edge Chips. ISSCC 2020: 240-242 - [c65]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:
15.4 A 22nm 2Mb ReRAM Compute-in-Memory Macro with 121-28TOPS/W for Multibit MAC Computing for Tiny AI Edge Devices. ISSCC 2020: 244-246 - [c64]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:
15.5 A 28nm 64Kb 6T SRAM Computing-in-Memory Macro with 8b MAC Operation for AI Edge Chips. ISSCC 2020: 246-248 - [c63]Qi Liu, Bin Gao, Peng Yao, Dong Wu, Junren Chen, Yachuan Pang, Wenqiang Zhang, Yan Liao, Cheng-Xin Xue, Wei-Hao Chen, Jianshi Tang, Yu Wang, Meng-Fan Chang, He Qian, Huaqiang Wu:
33.2 A Fully Integrated Analog ReRAM Based 78.4TOPS/W Compute-In-Memory Chip with Fully Parallel MAC Computing. ISSCC 2020: 500-502 - [c62]