MedDATP: Adapting CLIP for few-shot medical image classification via domain adapter and task prompts.

Tao Luo 0014 Nanyang Technological University, Institute of High Performance Computing, Singapore https://scholar.google.com/citations?user=d4KZI8MAAAAJ https://orcid.org/0000-0002-3415-3676 https://ieeexplore.ieee.org/author/37085660323 https://www.wikidata.org/entity/Q130809064 Tao Luo Tao Luo 0001 Beijing Institute of Technology, Key Laboratory of Intelligent Information Technology, School of Computer Science, Beijing, China Tao Luo 0002 Magma Design Automation University of Texas at Austin Tao Luo 0003 Peking University, Key Laboratory of Machine Perception Tao Luo 0004 University of Science and Technology of China, Hefei Tao Luo 0005 Beijing University of Posts and Telecommunications, Beijing Laboratory of Advanced Information Networks / Beijing Key Laboratory of Network System Architecture and Convergence, China https://orcid.org/0000-0003-4870-5942 Tao Luo 0006 Xi'an Jiaotong University Tao Luo 0007 Texas Instruments Tao Luo 0008 DePaul University, Chicago Tao Luo 0009 Qualcomm Texas Instruments, Wireless Design Center, San Diego, USA University of Toronto, Canada Tao Luo 0010 Tianjin University, College of Intelligence and Computing, China Tianjin University, School of Electronic Information Engineering, China https://orcid.org/0000-0003-2162-363X https://ieeexplore.ieee.org/author/37088403706 Tao Luo 0011 Multivision Intelligent Surveillance HKUST Tao Luo 0012 Shanghai Jiao Tong University, China Hong Kong University of Science and Technology, Department of Mathematics, Hong Kong https://orcid.org/0000-0002-2029-0362 Tao Luo 0013 Technicolor Research and Innovation, Beijing, China Tao Luo 0015 Chinese Academy of Sciences, Key Laboratory of Atmospheric Optics, Anhui Institute of Optics and Fine Mechanics, Hefei Institutes of Physical Science, China University of Science and Technology of China, Advanced Laser Technology Laboratory of Anhui Province, China https://orcid.org/0000-0001-9959-2453 Tao Luo 0016 https://orcid.org/0009-0000-3223-626X Shihezi University, Shihezi, Xinjiang, China Tao Luo 0017 https://orcid.org/0009-0009-5374-4226 Sichuan University, Chengdu, China Tao Luo 0018 https://orcid.org/0009-0003-8638-3363 Southeast University, Nanjing, China Tao Luo 0019 https://orcid.org/0009-0001-6228-0605 Jiangxi University of Science and Technology, Ganzhou, Jiangxi, China Tao Luo 0020 https://orcid.org/0000-0003-4679-7265 Southern University of Science and Technology, Shenzhen, China

Zixun Zhang Yuncheng Jiang 0002 Jun Wei 0006 Huazhu Fu Shuguang Cui Tao Luo 0014 Zhen Li 0026 MedDATP: Adapting CLIP for few-shot medical image classification via domain adapter and task prompts. 2027 133387 332 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2026.133387 db/journals/eswa/eswa332.html#ZhangJWFCLL27 streams/journals/eswa

Ke Dong Kejie Huang Tao Luo 0014 Bo Wang 0020 TetrisG-SDK: Efficient Convolutional Layer Mapping With Adaptive Windows and Grouped Convolutions for Fast In-Memory Computing. 2026 June 363-377 16 IEEE J. Emerg. Sel. Topics Circuits Syst. 2 https://doi.org/10.1109/JETCAS.2026.3689154 db/journals/esticas/esticas16.html#DongHLW26 streams/journals/esticas

Zhehui Wang Benjamin Chen Ming Choong Tian Huang Daniel Gerlinghoff Rick Siow Mong Goh Cheng Liu 0008 Tao Luo 0014 Is quantum optimization ready? An effort towards neural network compression using adiabatic quantum computing. 107908 2026 174 Future Gener. Comput. Syst. https://doi.org/10.1016/j.future.2025.107908 db/journals/fgcs/fgcs174.html#WangCHGGLL26 streams/journals/fgcs

Ke Dong Kejie Huang Tao Luo 0014 Bo Wang 0020 TetrisG-SDK: Efficient Convolutional Layer Mapping with Adaptive Windows and Grouped Convolutions for Fast In-Memory Computing. 2026 April abs/2604.25377 CoRR https://doi.org/10.48550/arXiv.2604.25377 db/journals/corr/corr2604.html#abs-2604-25377 streams/journals/corr

Zhanglu Yan Jiayi Mao Kaiwen Tang Fanfan Li Gang Pan Tao Luo 0014 Bowen Zhu Qianhui Liu Weng-Fai Wong Otters++: A Time-to-first-spike Based Energy Efficient Optical Spiking Transformer. 2026 June abs/2606.13016 CoRR https://doi.org/10.48550/arXiv.2606.13016 db/journals/corr/corr2606.html#abs-2606-13016 streams/journals/corr

Xiaozhe Gu Zixun Zhang Ran Jin Rick Siow Mong Goh Tao Luo 0014 Self-distillation with model averaging. 121694 2025 694 Inf. Sci. https://doi.org/10.1016/j.ins.2024.121694 db/journals/isci/isci694.html#GuZJGL25 streams/journals/isci

Zhehui Wang Tao Luo 0014 Cheng Liu 0008 Weichen Liu 0001 Rick Siow Mong Goh Weng-Fai Wong Enabling Energy-Efficient Deployment of Large Language Models on Memristor Crossbar: A Synergy of Large and Small. 916-933 2025 February 47 IEEE Trans. Pattern Anal. Mach. Intell. 2 https://doi.org/10.1109/TPAMI.2024.3483654 db/journals/pami/pami47.html#WangLLLGW25 streams/journals/pami

Yu Xue 0003 Jiajie Zha Danilo Pelusi Peng Chen 0035 Tao Luo 0014 Liangli Zhen Yan Wang 0015 Mohamed Wahib Neural Architecture Search with Progressive Evaluation and Subpopulation Preservation. 1678-1691 2025 October 29 IEEE Trans. Evol. Comput. 5 https://doi.org/10.1109/TEVC.2024.3393304 db/journals/tec/tec29.html#XueZPCLZWW25 streams/journals/tec

Tomomasa Yamasaki Zhehui Wang Tao Luo 0014 Niangjun Chen Bo Wang 0020 RBFleX-NAS: Training-Free Neural Architecture Search Using Radial Basis Function Kernel and Hyperparameter Detection. 10057-10071 2025 June 36 IEEE Trans. Neural Networks Learn. Syst. 6 https://doi.org/10.1109/TNNLS.2025.3552693 db/journals/tnn/tnn36.html#YamasakiWLCW25 streams/journals/tnn

Chun-Mei Feng 0001 Yang Bai 0011 Tao Luo 0014 Zhen Li 0026 Salman H. Khan 0001 Wangmeng Zuo Rick Siow Mong Goh Yong Liu 0026 VQA4CIR: Boosting Composed Image Retrieval with Visual Question Answering. 2942-2950 2025 AAAI https://doi.org/10.1609/aaai.v39i3.32301 conf/aaai/2025 db/conf/aaai/aaai2025.html#0001B00KZGL25 Mengyuan Yin Benjamin Chen Ming Choong Chuping Qu Rick Siow Mong Goh Weng-Fai Wong Tao Luo 0014 Optimizing Neural Networks with Learnable Non-Linear Activation Functions via Lookup-Based FPGA Acceleration. 1-9 2025 ICCAD https://doi.org/10.1109/ICCAD66269.2025.11240801 conf/iccad/2025 db/conf/iccad/iccad2025.html#YinCQGWL25 streams/conf/iccad

Du Wu Enzhi Zhang Isaac Lyngaas Xiao Wang 0004 Amir Ziabari Tao Luo 0014 Peng Chen 0035 Kento Sato Fumiyoshi Shoji Takaki Hatsui Kentaro Uesugi Akira Seo Yasuhito Sakai Toshio Endo Tetsuya Ishikawa Satoshi Matsuoka Mohamed Wahib Paradigm Shift in Infrastructure Inspection Technology: Leveraging High-performance Imaging and Advanced AI Analytics to Inspect Road Infrastructure. 2025 May abs/2505.13955 CoRR https://doi.org/10.48550/arXiv.2505.13955 db/journals/corr/corr2505.html#abs-2505-13955 streams/journals/corr

Zhehui Wang Benjamin Chen Ming Choong Tian Huang Daniel Gerlinghoff Rick Siow Mong Goh Cheng Liu 0008 Tao Luo 0014 Is Quantum Optimization Ready? An Effort Towards Neural Network Compression using Adiabatic Quantum Computing. 2025 May abs/2505.16332 CoRR https://doi.org/10.48550/arXiv.2505.16332 db/journals/corr/corr2505.html#abs-2505-16332 streams/journals/corr

Benjamin Chen Ming Choong Tao Luo 0014 Cheng Liu 0008 Bingsheng He Wei Zhang 0012 Joey Tianyi Zhou Hardware-software co-exploration with racetrack memory based in-memory computing for CNN inference in embedded systems. 2025 July abs/2507.01429 CoRR https://doi.org/10.48550/arXiv.2507.01429 db/journals/corr/corr2507.html#abs-2507-01429 streams/journals/corr

Mengyuan Yin Benjamin Chen Ming Choong Chuping Qu Rick Siow Mong Goh Weng-Fai Wong Tao Luo 0014 Optimizing Neural Networks with Learnable Non-Linear Activation Functions via Lookup-Based FPGA Acceleration. 2025 August abs/2508.17069 CoRR https://doi.org/10.48550/arXiv.2508.17069 db/journals/corr/corr2508.html#abs-2508-17069 streams/journals/corr

Zhanglu Yan Jiayi Mao Qianhui Liu Fanfan Li Gang Pan Tao Luo 0014 Bowen Zhu Weng-Fai Wong Otters: An Energy-Efficient SpikingTransformer via Optical Time-to-First-Spike Encoding. 2025 September abs/2509.18968 CoRR https://doi.org/10.48550/arXiv.2509.18968 db/journals/corr/corr2509.html#abs-2509-18968 streams/journals/corr

Zongbo Han Tao Luo 0014 Huazhu Fu Qinghua Hu Joey Tianyi Zhou Changqing Zhang 0002 A principled framework for explainable multimodal disentanglement. 120768 2024 675 Inf. Sci. https://doi.org/10.1016/j.ins.2024.120768 db/journals/isci/isci675.html#HanLFHZZ24

Yu Xue 0003 Weinan Tong Ferrante Neri Peng Chen 0035 Tao Luo 0014 Liangli Zhen Xiao Wang 0004 Evolutionary Architecture Search for Generative Adversarial Networks Based on Weight Sharing. 653-667 2024 June 28 IEEE Trans. Evol. Comput. 3 https://doi.org/10.1109/TEVC.2023.3338371 db/journals/tec/tec28.html#XueTNCLZW24

Yan Wang 0015 Liangli Zhen Jianwei Zhang 0016 Miqing Li Lei Zhang 0005 Zizhou Wang Yangqin Feng Yu Xue 0003 Xiao Wang 0004 Zheng Chen 0012 Tao Luo 0014 Rich Siow Mong Goh Yong Liu 0026 MedNAS: Multiscale Training-Free Neural Architecture Search for Medical Image Analysis. 668-681 2024 June 28 IEEE Trans. Evol. Comput. 3 https://doi.org/10.1109/TEVC.2024.3352641 db/journals/tec/tec28.html#WangZZLZWFXWCLGL24

Zhehui Wang Tao Luo 0014 Rick Siow Mong Goh Joey Tianyi Zhou EDCompress: Energy-Aware Model Compression for Dataflows. 208-220 2024 January 35 IEEE Trans. Neural Networks Learn. Syst. 1 https://doi.org/10.1109/TNNLS.2022.3172941 db/journals/tnn/tnn35.html#WangLGZ24

Tian Huang Tao Luo 0014 Ming Yan 0007 Joey Tianyi Zhou Rick Siow Mong Goh RCT: Resource Constrained Training for Edge AI. 2575-2587 2024 February 35 IEEE Trans. Neural Networks Learn. Syst. 2 https://doi.org/10.1109/TNNLS.2022.3190451 db/journals/tnn/tnn35.html#HuangLYZG24

Zhehui Wang Xiaozhe Gu Rick Siow Mong Goh Joey Tianyi Zhou Tao Luo 0014 Efficient Spiking Neural Networks With Radix Encoding. 3689-3701 2024 March 35 IEEE Trans. Neural Networks Learn. Syst. 3 https://doi.org/10.1109/TNNLS.2022.3195918 db/journals/tnn/tnn35.html#WangGGZL24

Xiaozhe Gu Zixun Zhang Yuncheng Jiang 0002 Tao Luo 0014 Ruimao Zhang Shuguang Cui Zhen Li 0026 Hierarchical Weight Averaging for Deep Neural Networks. 12276-12287 2024 September 35 IEEE Trans. Neural Networks Learn. Syst. 9 https://doi.org/10.1109/TNNLS.2023.3255540 db/journals/tnn/tnn35.html#GuZJLZCL24 streams/journals/tnn

Zhehui Wang Tao Luo 0014 Rick Siow Mong Goh Wei Zhang 0012 Weng-Fai Wong Optimizing for In-Memory Deep Learning With Emerging Memory Technology. 15306-15320 2024 November 35 IEEE Trans. Neural Networks Learn. Syst. 11 https://doi.org/10.1109/TNNLS.2023.3285488 db/journals/tnn/tnn35.html#WangLGZW24 streams/journals/tnn

Jian Zou 0005 Guanglei Yang Tao Luo 0014 Chun-Mei Feng 0001 Wangmeng Zuo ProGBA: Prompt Guided Bayesian Augmentation for Zero-Shot Domain Adaptation. 241-261 2024 ECCV Workshops (7) https://doi.org/10.1007/978-3-031-91767-7_17 conf/eccv/2024-w7 db/conf/eccv/eccv2024-w7.html#ZouYLFZ24 streams/conf/eccv Jian Zou 0005 Tianyu Huang Guanglei Yang Zhenhua Guo 0001 Tao Luo 0014 Chun-Mei Feng 0001 Wangmeng Zuo UniM<sup>2</sup>AE: Multi-modal Masked Autoencoders with Unified 3D Representation for 3D Perception in Autonomous Driving. 296-313 2024 ECCV (22) https://doi.org/10.1007/978-3-031-72670-5_17 conf/eccv/2024-22 db/conf/eccv/eccv2024-22.html#ZouHYGLFZ24 streams/conf/eccv Daniel Gerlinghoff Benjamin Chen Ming Choong Rick Siow Mong Goh Weng-Fai Wong Tao Luo 0014 Table-Lookup MAC: Scalable Processing of Quantised Neural Networks in FPGA Soft Logic. 235-245 2024 FPGA https://doi.org/10.1145/3626202.3637576 https://www.wikidata.org/entity/Q130809065 conf/fpga/2024 db/conf/fpga/fpga2024.html#GerlinghoffCGW024 Bin Gao Zhehui Wang Zhuomin He Tao Luo 0014 Weng-Fai Wong Zhi Zhou 0006 IMI: In-memory Multi-job Inference Acceleration for Large Language Models. 752-761 2024 ICPP https://doi.org/10.1145/3673038.3673053 https://www.wikidata.org/entity/Q130861076 conf/icpp/2024 db/conf/icpp/icpp2024.html#GaoWH0W024 Du Wu Jintao Meng 0001 Wenxi Zhu Minwen Deng Xiao Wang 0004 Tao Luo 0014 Mohamed Wahib Yanjie Wei autoGEMM: Pushing the Limits of Irregular Matrix Multiplication on Arm Architectures. 21 2024 SC https://doi.org/10.1109/SC41406.2024.00027 https://dl.acm.org/doi/10.1109/SC41406.2024.00027 conf/sc/2024 db/conf/sc/sc2024.html#WuMZDW0WW24

Daniel Gerlinghoff Benjamin Chen Ming Choong Rick Siow Mong Goh Weng-Fai Wong Tao Luo 0014 Table-Lookup MAC: Scalable Processing of Quantised Neural Networks in FPGA Soft Logic. 2024 abs/2403.11414 CoRR https://doi.org/10.48550/arXiv.2403.11414 db/journals/corr/corr2403.html#abs-2403-11414

Zhehui Wang Tao Luo 0014 Cheng Liu 0008 Weichen Liu 0001 Rick Siow Mong Goh Weng-Fai Wong Enabling Energy-Efficient Deployment of Large Language Models on Memristor Crossbar: A Synergy of Large and Small. 2024 abs/2410.15977 CoRR https://doi.org/10.48550/arXiv.2410.15977 db/journals/corr/corr2410.html#abs-2410-15977 streams/journals/corr

Tian Huang Yongxin Zhu 0001 Rick Siow Mong Goh Tao Luo 0014 When quantum annealing meets multitasking: Potentials, challenges and opportunities. 100282 2023 March 17 Array https://doi.org/10.1016/j.array.2023.100282 db/journals/array/array17.html#HuangZGL23

Tao Luo 0014 Weng-Fai Wong Rick Siow Mong Goh Anh Tuan Do Zhixian Chen Haizhou Li 0001 Wenyu Jiang Weiyun Yau Achieving Green AI with Energy-Efficient Deep Learning Using Neuromorphic Computing. 52-57 2023 July 66 Commun. ACM 7 https://doi.org/10.1145/3588591 db/journals/cacm/cacm66.html#LuoWGDCLJY23

Daniel Gerlinghoff Tao Luo 0014 Rick Siow Mong Goh Weng-Fai Wong Desire backpropagation: A lightweight training algorithm for multi-layer spiking neural networks based on spike-timing-dependent plasticity. 126773 2023 December 560 Neurocomputing https://doi.org/10.1016/j.neucom.2023.126773 db/journals/ijon/ijon560.html#GerlinghoffLGW23

Tian Huang Jun Xu Tao Luo 0014 Xiaozhe Gu Rick Siow Mong Goh Weng-Fai Wong Benchmarking Quantum(-Inspired) Annealing Hardware on Practical Use Cases. 1692-1705 2023 June 72 IEEE Trans. Computers 6 https://doi.org/10.1109/TC.2022.3219257 db/journals/tc/tc72.html#HuangXLGGW23

Myat Thu Linn Aung Daniel Gerlinghoff Chuping Qu Liwei Yang Tian Huang Rick Siow Mong Goh Tao Luo 0014 Weng-Fai Wong DeepFire2: A Convolutional Spiking Neural Network Accelerator on FPGAs. 2847-2857 2023 October 72 IEEE Trans. Computers 10 https://doi.org/10.1109/TC.2023.3272284 db/journals/tc/tc72.html#AungGQYHGLW23

Haitong Huang Xinghua Xue Cheng Liu 0008 Ying Wang 0001 Tao Luo 0014 Long Cheng 0003 Huawei Li 0001 Xiaowei Li 0001 Statistical Modeling of Soft Error Influence on Neural Networks. 4152-4163 2023 November 42 IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 11 https://doi.org/10.1109/TCAD.2023.3266405 db/journals/tcad/tcad42.html#HuangXLWLCLL23

Cheng Chu Cheng Liu 0008 Dawen Xu 0002 Ying Wang 0001 Tao Luo 0014 Huawei Li 0001 Xiaowei Li 0001 Accelerating Deformable Convolution Networks with Dynamic and Irregular Memory Accesses. 67:1-67:23 2023 July 28 ACM Trans. Design Autom. Electr. Syst. 4 https://doi.org/10.1145/3597431 https://www.wikidata.org/entity/Q130958759 db/journals/todaes/todaes28.html#ChuLXWLLL23

Huaipeng Zhang Nhut-Minh Ho Dogukan Yigit Polat Peng Chen 0035 Mohamed Wahib Truong Thao Nguyen Jintao Meng 0001 Rick Siow Mong Goh Satoshi Matsuoka Tao Luo 0014 Weng-Fai Wong Simeuro: A Hybrid CPU-GPU Parallel Simulator for Neuromorphic Computing Chips. 2767-2782 2023 October 34 IEEE Trans. Parallel Distributed Syst. 10 https://doi.org/10.1109/TPDS.2023.3291795 db/journals/tpds/tpds34.html#ZhangHPCWNMGMLW23

Xinghua Xue Cheng Liu 0008 Bo Liu 0018 Haitong Huang Ying Wang 0001 Tao Luo 0014 Lei Zhang 0008 Huawei Li 0001 Xiaowei Li 0001 Exploring Winograd Convolution for Cost-Effective Neural Network Fault Tolerance. 1763-1773 2023 November 31 IEEE Trans. Very Large Scale Integr. Syst. 11 https://doi.org/10.1109/TVLSI.2023.3306894 db/journals/tvlsi/tvlsi31.html#XueLLHWLZLL23

Xinghua Xue Cheng Liu 0008 Ying Wang 0001 Bing Yang Tao Luo 0014 Lei Zhang 0008 Huawei Li 0001 Xiaowei Li 0001 Soft Error Reliability Analysis of Vision Transformers. 2126-2136 2023 December 31 IEEE Trans. Very Large Scale Integr. Syst. 12 https://doi.org/10.1109/TVLSI.2023.3317138 db/journals/tvlsi/tvlsi31.html#XueLWYLZLL23

Shiqing Li Shien Zhu Xiangzhong Luo Tao Luo 0014 Weichen Liu 0001 An Efficient Sparse LSTM Accelerator on Embedded FPGAs with Bandwidth-Oriented Pruning. 42-48 2023 FPL https://doi.org/10.1109/FPL60245.2023.00014 conf/fpl/2023 db/conf/fpl/fpl2023.html#LiZLLL23 Neo Wei Ming Zhehui Wang Cheng Liu 0008 Rick Siow Mong Goh Tao Luo 0014 MA-BERT: Towards Matrix Arithmetic-only BERT Inference by Eliminating Complex Non-Linear Functions. 2023 ICLR https://openreview.net/forum?id=HtAfbHa7LAL conf/iclr/2023 db/conf/iclr/iclr2023.html#MingW0G023

Xinghua Xue Cheng Liu 0008 Ying Wang 0001 Bing Yang Tao Luo 0014 Lei Zhang 0008 Huawei Li 0001 Xiaowei Li 0001 Reliability Analysis of Vision Transformers. 2023 abs/2302.10468 CoRR https://doi.org/10.48550/arXiv.2302.10468 db/journals/corr/corr2302.html#abs-2302-10468

Xinghua Xue Cheng Liu 0008 Haitong Huang Ying Wang 0001 Bing Yang Tao Luo 0014 Lei Zhang 0008 Huawei Li 0001 Xiaowei Li 0001 ApproxABFT: Approximate Algorithm-Based Fault Tolerance for Vision Transformers. 2023 abs/2302.10469 CoRR https://doi.org/10.48550/arXiv.2302.10469 db/journals/corr/corr2302.html#abs-2302-10469

Myat Thu Linn Aung Daniel Gerlinghoff Chuping Qu Liwei Yang Tian Huang Rick Siow Mong Goh Tao Luo 0014 Weng-Fai Wong DeepFire2: A Convolutional Spiking Neural Network Accelerator on FPGAs. 2023 abs/2305.05187 CoRR https://doi.org/10.48550/arXiv.2305.05187 db/journals/corr/corr2305.html#abs-2305-05187

Xinghua Xue Cheng Liu 0008 Bo Liu 0018 Haitong Huang Ying Wang 0001 Tao Luo 0014 Lei Zhang 0008 Huawei Li 0001 Xiaowei Li 0001 Exploring Winograd Convolution for Cost-effective Neural Network Fault Tolerance. 2023 abs/2308.08230 CoRR https://doi.org/10.48550/arXiv.2308.08230 db/journals/corr/corr2308.html#abs-2308-08230

Xiao Wang 0004 Isaac Lyngaas Aristeidis Tsaris Peng Chen 0035 Sajal Dash Mayanka Chandra Shekar Tao Luo 0014 Hong-Jun Yoon Mohamed Wahib John Gounley Ultra-Long Sequence Distributed Transformer. 2023 abs/2311.02382 CoRR https://doi.org/10.48550/arXiv.2311.02382 db/journals/corr/corr2311.html#abs-2311-02382

Chun-Mei Feng 0001 Yang Bai 0011 Tao Luo 0014 Zhen Li 0026 Salman Khan 0001 Wangmeng Zuo Xinxing Xu Rick Siow Mong Goh Yong Liu 0026 VQA4CIR: Boosting Composed Image Retrieval with Visual Question Answering. 2023 abs/2312.12273 CoRR https://doi.org/10.48550/arXiv.2312.12273 db/journals/corr/corr2312.html#abs-2312-12273

Liwei Yang Huaipeng Zhang Tao Luo 0014 Chuping Qu Myat Thu Linn Aung Yingnan Cui Jun Zhou 0014 Ming Ming Wong Junran Pu Anh Tuan Do Rick Siow Mong Goh Weng-Fai Wong Coreset: Hierarchical neuromorphic computing supporting large-scale neural networks with improved resource efficiency. 128-140 2022 474 Neurocomputing https://doi.org/10.1016/j.neucom.2021.12.021 db/journals/ijon/ijon474.html#YangZLQACZWPDGW22

Liwei Yang Huaipeng Zhang Tao Luo 0014 Chuping Qu Myat Thu Linn Aung Yingnan Cui Jun Zhou 0014 Ming Ming Wong Junran Pu Anh Tuan Do Rick Siow Mong Goh Weng-Fai Wong Corrigendum to "Coreset: Hierarchical neuromorphic computing supporting large-scale neural networks with improved resource efficiency" [Neurocomputing (2022) 128-140]. 109 2022 508 Neurocomputing https://doi.org/10.1016/j.neucom.2022.06.079 db/journals/ijon/ijon508.html#YangZLQACZWPDGW22a

Tian Huang Tao Luo 0014 Joey Tianyi Zhou APT: The master-copy-free training method for quantised neural network on edge devices. 95-103 2022 166 J. Parallel Distributed Comput. https://doi.org/10.1016/j.jpdc.2022.04.005 db/journals/jpdc/jpdc166.html#HuangLZ22

Benjamin Chen Ming Choong Tao Luo 0014 Cheng Liu 0008 Bingsheng He Wei Zhang 0012 Joey Tianyi Zhou Hardware-software co-exploration with racetrack memory based in-memory computing for CNN inference in embedded systems. 102507 2022 128 J. Syst. Archit. https://doi.org/10.1016/j.sysarc.2022.102507 https://www.wikidata.org/entity/Q113863446 db/journals/jsa/jsa128.html#ChoongLLHZZ22

Tao Luo 0014 Liwei Yang Huaipeng Zhang Chuping Qu Xuan Wang Yingnan Cui Weng-Fai Wong Rick Siow Mong Goh NC-Net: Efficient Neuromorphic Computing Using Aggregated Subnets on a Crossbar-Based Architecture With Nonvolatile Memory. 2957-2969 2022 41 IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 9 https://doi.org/10.1109/TCAD.2021.3120068 db/journals/tcad/tcad41.html#LuoYZQWCWG22

Daniel Gerlinghoff Zhehui Wang Xiaozhe Gu Rick Siow Mong Goh Tao Luo 0014 E3NE: An End-to-End Framework for Accelerating Spiking Neural Networks With Emerging Neural Encoding on FPGAs. 3207-3219 2022 33 IEEE Trans. Parallel Distributed Syst. 11 https://doi.org/10.1109/TPDS.2021.3128945 db/journals/tpds/tpds33.html#GerlinghoffWGGL22

Xinghua Xue Haitong Huang Cheng Liu 0008 Tao Luo 0014 Lei Zhang 0008 Ying Wang 0001 Winograd convolution: a perspective from fault tolerance. 853-858 2022 DAC https://doi.org/10.1145/3489517.3530531 conf/dac/2022 db/conf/dac/dac2022.html#XueHLLZW22 Daniel Gerlinghoff Zhehui Wang Xiaozhe Gu Rick Siow Mong Goh Tao Luo 0014 A Resource-efficient Spiking Neural Network Accelerator Supporting Emerging Neural Encoding. 92-95 2022 DATE https://doi.org/10.23919/DATE54114.2022.9774596 conf/date/2022 db/conf/date/date2022.html#GerlinghoffWGGL22 Xiaozhe Gu Zixun Zhang Tao Luo 0014 Temperature Annealing Knowledge Distillation from Averaged Teacher. 133-138 2022 ICDCS Workshops https://doi.org/10.1109/ICDCSW56584.2022.00034 conf/icdcs/2022w db/conf/icdcs/icdcs2022w.html#GuZL22

Xinghua Xue Haitong Huang Cheng Liu 0008 Ying Wang 0001 Tao Luo 0014 Lei Zhang 0008 Winograd Convolution: A Perspective from Fault Tolerance. 2022 abs/2202.08675 CoRR https://arxiv.org/abs/2202.08675 db/journals/corr/corr2202.html#abs-2202-08675

Tian Huang Jun Xu Tao Luo 0014 Xiaozhe Gu Rick Siow Mong Goh Weng-Fai Wong Benchmarking Quantum(-inspired) Annealing Hardware on Practical Use Cases. 2022 abs/2203.02325 CoRR https://doi.org/10.48550/arXiv.2203.02325 db/journals/corr/corr2203.html#abs-2203-02325

Daniel Gerlinghoff Zhehui Wang Xiaozhe Gu Rick Siow Mong Goh Tao Luo 0014 A Resource-efficient Spiking Neural Network Accelerator Supporting Emerging Neural Encoding. 2022 abs/2206.02495 CoRR https://doi.org/10.48550/arXiv.2206.02495 db/journals/corr/corr2206.html#abs-2206-02495

Haitong Huang Xinghua Xue Cheng Liu 0008 Ying Wang 0001 Tao Luo 0014 Long Cheng 0003 Huawei Li 0001 Xiaowei Li 0001 Statistical Modeling of Soft Error Influence on Neural Networks. 2022 abs/2210.05876 CoRR https://doi.org/10.48550/arXiv.2210.05876 db/journals/corr/corr2210.html#abs-2210-05876

Daniel Gerlinghoff Tao Luo 0014 Rick Siow Mong Goh Weng-Fai Wong Desire Backpropagation: A Lightweight Training Algorithm for Multi-Layer Spiking Neural Networks based on Spike-Timing-Dependent Plasticity. 2022 abs/2211.05412 CoRR https://doi.org/10.48550/arXiv.2211.05412 db/journals/corr/corr2211.html#abs-2211-05412

Zhehui Wang Tao Luo 0014 Miqing Li Joey Tianyi Zhou Rick Siow Mong Goh Liangli Zhen Evolutionary Multi-Objective Model Compression for Deep Neural Networks. 10-21 2021 16 IEEE Comput. Intell. Mag. 3 https://doi.org/10.1109/MCI.2021.3084393 https://www.wikidata.org/entity/Q111520047 db/journals/cim/cim16.html#WangLLZGZ21

Myat Thu Linn Aung Chuping Qu Liwei Yang Tao Luo 0014 Rick Siow Mong Goh Weng-Fai Wong DeepFire: Acceleration of Convolutional Spiking Neural Network on Modern Field Programmable Gate Arrays. 28-32 2021 FPL https://doi.org/10.1109/FPL53798.2021.00013 conf/fpl/2021 db/conf/fpl/fpl2021.html#AungQYLGW21 Tian Huang Siong Thye Goh Sabrish Gopalakrishnan Tao Luo 0014 Qianxiao Li Hoong Chuin Lau QROSS: QUBO Relaxation Parameter optimisation via Learning Solver Surrogates. 35-40 2021 ICDCS Workshops https://doi.org/10.1109/ICDCSW53096.2021.00013 conf/icdcsw/2021 db/conf/icdcsw/icdcsw2021.html#HuangGGLLL21

Tian Huang Siong Thye Goh Sabrish Gopalakrishnan Tao Luo 0014 Qianxiao Li Hoong Chuin Lau QROSS: QUBO Relaxation Parameter Optimisation via Learning Solver Surrogates. 2021 abs/2103.10695 CoRR https://arxiv.org/abs/2103.10695 db/journals/corr/corr2103.html#abs-2103-10695

Tian Huang Tao Luo 0014 Ming Yan 0007 Joey Tianyi Zhou Rick Siow Mong Goh RCT: Resource Constrained Training for Edge AI. 2021 abs/2103.14493 CoRR https://arxiv.org/abs/2103.14493 db/journals/corr/corr2103.html#abs-2103-14493

Zhehui Wang Xiaozhe Gu Rick Siow Mong Goh Joey Tianyi Zhou Tao Luo 0014 Efficient Spiking Neural Networks with Radix Encoding. 2021 abs/2105.06943 CoRR https://arxiv.org/abs/2105.06943 db/journals/corr/corr2105.html#abs-2105-06943

Tao Luo 0014 Wai Teng Tang Matthew Kay Fei Lee Chuping Qu Weng-Fai Wong Rick Siow Mong Goh DTNN: Energy-efficient Inference with Dendrite Tree Inspired Neural Networks for Edge Vision Applications. 2021 abs/2105.11848 CoRR https://arxiv.org/abs/2105.11848 db/journals/corr/corr2105.html#abs-2105-11848

Daniel Gerlinghoff Zhehui Wang Xiaozhe Gu Rick Siow Mong Goh Tao Luo 0014 E3NE: An End-to-End Framework for Accelerating Spiking Neural Networks with Emerging Neural Encoding on FPGAs. 2021 abs/2111.10027 CoRR https://arxiv.org/abs/2111.10027 db/journals/corr/corr2111.html#abs-2111-10027

Zhehui Wang Tao Luo 0014 Rick Siow Mong Goh Wei Zhang 0012 Weng-Fai Wong Optimizing for In-memory Deep Learning with Emerging Memory Technology. 2021 abs/2112.00324 CoRR https://arxiv.org/abs/2112.00324 db/journals/corr/corr2112.html#abs-2112-00324

Tao Luo 0014 Xuan Wang Chuping Qu Matthew Kay Fei Lee Wai Teng Tang Weng-Fai Wong Rick Siow Mong Goh An FPGA-Based Hardware Emulator for Neuromorphic Chip With RRAM. 438-450 2020 39 IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 2 https://doi.org/10.1109/TCAD.2018.2889670 https://www.wikidata.org/entity/Q128690438 db/journals/tcad/tcad39.html#LuoWQLTWG20

Vishnu P. Nambiar Junran Pu Yun Kwan Lee Aarthy Mani Tao Luo 0014 L. Yang Eng-Kiat Koh Ming Ming Wong Fei Li 0015 Wang Ling Goh Anh Tuan Do 0.5V 4.8 pJ/SOP 0.93µW Leakage/core Neuromorphic Processor with Asynchronous NoC and Reconfigurable LIF Neuron. 1-4 2020 A-SSCC https://doi.org/10.1109/A-SSCC48613.2020.9336142 conf/asscc/2020 db/conf/asscc/asscc2020.html#NambiarPLMLYKWL20 Tian Huang Tao Luo 0014 Joey Tianyi Zhou Adaptive Precision Training for Resource Constrained Devices. 1403-1408 2020 ICDCS https://doi.org/10.1109/ICDCS47774.2020.00185 conf/icdcs/2020 db/conf/icdcs/icdcs2020.html#HuangLZ20 Tao Luo 0014 Wei Zhang 0012 Bingsheng He Cheng Liu 0008 Douglas L. Maskell Energy Efficient In-memory Integer Multiplication Based on Racetrack Memory. 1409-1414 2020 ICDCS https://doi.org/10.1109/ICDCS47774.2020.00186 conf/icdcs/2020 db/conf/icdcs/icdcs2020.html#LuoZHLM20 Zhehui Wang Huaipeng Zhang Tao Luo 0014 Weng-Fai Wong Anh-Tuan Do Paramasivam Vishnu Wei Zhang 0012 Rick Siow Mong Goh NCPower: Power Modelling for NVM-based Neuromorphic Chip. 15:1-15:7 2020 ICONS https://doi.org/10.1145/3407197.3407619 conf/icons2/2020 db/conf/icons2/icons2020.html#WangZLWDVZG20

Zhehui Wang Tao Luo 0014 Joey Tianyi Zhou Rick Siow Mong Goh EDCompress: Energy-Aware Model Compression with Dataflow. 2020 abs/2006.04588 CoRR https://arxiv.org/abs/2006.04588 db/journals/corr/corr2006.html#abs-2006-04588

Tian Huang Tao Luo 0014 Joey Tianyi Zhou Adaptive Precision Training for Resource Constrained Devices. 2020 abs/2012.12775 CoRR https://arxiv.org/abs/2012.12775 db/journals/corr/corr2012.html#abs-2012-12775

Matthew Kay Fei Lee Yingnan Cui Thannirmalai Somu Tao Luo 0014 Jun Zhou 0014 Wai Teng Tang Weng-Fai Wong Rick Siow Mong Goh A System-Level Simulator for RRAM-Based Neuromorphic Computing Chips. 64:1-64:24 2019 15 ACM Trans. Archit. Code Optim. 4 https://doi.org/10.1145/3291054 https://www.wikidata.org/entity/Q128622863 db/journals/taco/taco15.html#LeeCSLZTWG19

Tao Luo 0014 Racetrack memory based logic design for in-memory computing Nanyang Technological University, Singapore 2018 https://doi.org/10.32657/10356/73359

Tao Luo 0014 Hao Liang 0003 Wei Zhang 0012 Bingsheng He Douglas L. Maskell A Hybrid Logic Block Architecture in FPGA for Holistic Efficiency. 71-75 2017 64-II IEEE Trans. Circuits Syst. II Express Briefs 1 https://doi.org/10.1109/TCSII.2016.2551555 db/journals/tcas/tcasII64.html#LuoLZHM17

Tao Luo 0014 Bingsheng He Wei Zhang 0012 Douglas L. Maskell A novel two-stage modular multiplier based on racetrack memory for asymmetric cryptography. 276-282 2017 ICCAD https://doi.org/10.1109/ICCAD.2017.8203789 http://dl.acm.org/citation.cfm?id=3199737 conf/iccad/2017 db/conf/iccad/iccad2017.html#LuoH0M17

Bin Zhou Wei Zhang 0012 Thambipillai Srikanthan Jason Teo Kian Jin Vivek Chaturvedi Tao Luo 0014 Cost-efficient Acceleration of Hardware Trojan Detection Through Fan-Out Cone Analysis and Weighted Random Pattern Technique. 792-805 2016 35 IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 5 https://doi.org/10.1109/TCAD.2015.2460551 db/journals/tcad/tcad35.html#ZhouZSJCL16

Tao Luo 0014 Wei Zhang 0012 Bingsheng He Douglas L. Maskell A racetrack memory based in-memory booth multiplier for cryptography application. 286-291 2016 ASP-DAC https://doi.org/10.1109/ASPDAC.2016.7428025 conf/aspdac/2016 db/conf/aspdac/aspdac2016.html#LuoZHM16 Hao Liang 0003 Yi-Chung Chen Tao Luo 0014 Wei Zhang 0012 Hai Li 0001 Bingsheng He Hierarchical Library Based Power Estimator for Versatile FPGAs. 25-32 2015 MCSoC https://doi.org/10.1109/MCSoC.2015.44 https://doi.ieeecomputersociety.org/10.1109/MCSoC.2015.44 conf/mcsoc/2015 db/conf/mcsoc/mcsoc2015.html#LiangCLZLH15 Myat Thu Linn Aung Yang Bai 0011 Vivek Chaturvedi Niangjun Chen Peng Chen 0035 Yi-Chung Chen Zheng Chen 0012 Zhixian Chen Long Cheng 0003 Benjamin Chen Ming Choong Cheng Chu Shuguang Cui Yingnan Cui Sajal Dash Minwen Deng Anh-Tuan DoAnh Tuan Do Ke Dong Toshio Endo Chun-Mei Feng 0001 Yangqin Feng Huazhu Fu Bin Gao Daniel Gerlinghoff Rick Siow Mong GohRich Siow Mong Goh Siong-Thye GohSiong Thye Goh Wang Ling Goh Sabrish Gopalakrishnan John Gounley Xiaozhe Gu Zhenhua Guo 0001 Zongbo Han Takaki Hatsui Bingsheng He Zhuomin He Nhut-Minh Ho Qinghua Hu Haitong Huang Kejie Huang Tian Huang Tianyu Huang Tetsuya Ishikawa Wenyu Jiang Yuncheng Jiang 0002 Jason Teo Kian Jin Ran Jin Salman Khan 0001Salman H. Khan 0001 Eng-Kiat Koh Hoong Chuin Lau Matthew Kay Fei Lee Yun Kwan Lee Fanfan Li Fei Li 0015 Hai Li 0001 Haizhou Li 0001 Huawei Li 0001 Miqing Li Qianxiao Li Shiqing Li Xiaowei Li 0001 Zhen Li 0026 Hao Liang 0003 Bo Liu 0018 Cheng Liu 0008 Qianhui Liu Weichen Liu 0001 Yong Liu 0026 Xiangzhong Luo Isaac Lyngaas Aarthy Mani Jiayi Mao Douglas L. Maskell Satoshi Matsuoka Jintao Meng 0001 Neo Wei Ming Vishnu P. Nambiar Ferrante Neri Truong Thao Nguyen Gang Pan Danilo Pelusi Dogukan Yigit Polat Junran Pu Chuping Qu Yasuhito Sakai Kento Sato Akira Seo Mayanka Chandra Shekar Fumiyoshi Shoji Thannirmalai Somu Thambipillai Srikanthan Kaiwen Tang Wai Teng Tang Weinan Tong Aristeidis Tsaris Kentaro Uesugi Paramasivam Vishnu Mohamed Wahib Bo Wang 0020 Xiao Wang 0004 Xuan Wang Yan Wang 0015 Ying Wang 0001 Zhehui Wang Zizhou Wang Jun Wei 0006 Yanjie Wei Ming Ming Wong Weng-Fai Wong Du Wu Dawen Xu 0002 Jun Xu Xinxing Xu Xinghua Xue Yu Xue 0003 Tomomasa Yamasaki Ming Yan 0007 Zhanglu Yan Bing Yang Guanglei Yang L. Yang Liwei Yang Weiyun Yau Mengyuan Yin Hong-Jun Yoon Jiajie Zha Changqing Zhang 0002 Enzhi Zhang Huaipeng Zhang Jianwei Zhang 0016 Lei Zhang 0005 Lei Zhang 0008 Ruimao Zhang Wei Zhang 0012 Zixun Zhang Liangli Zhen Bin Zhou Joey Tianyi Zhou Jun Zhou 0014 Zhi Zhou 0006 Bowen Zhu Shien Zhu Wenxi Zhu Yongxin Zhu 0001 Amir Ziabari Jian Zou 0005 Wangmeng Zuo