Abstract is missing.
- Efficient FPGA Implementation of Approximate Singular Value Decomposition based on Shallow Neural NetworksHamoud Younes, Ali Ibrahim, Mostafa Rizk, Maurizio Valle. 1-4 [doi]
- An 8.62 μ W Processor for Autism Spectrum Disorder Classification using Shallow Neural NetworkAbdul Rehman Aslam, Nauman Hafeez, Hadi Heidari, Muhammad Awais Bin Altaf. 1-4 [doi]
- Federated Regularization Learning: an Accurate and Safe Method for Federated LearningTianqi Su, Meiqi Wang, Zhongfeng Wang. 1-4 [doi]
- CoughNet: A Flexible Low Power CNN-LSTM Processor for Cough Sound DetectionHasib-Al-Rashid, Arnab Neelim Mazumder, Utteja Panchakshara Kallakuri Niyogi, Tinoosh Mohsenin. 1-4 [doi]
- uPIM: Performance-aware Online Learning Capable Processing-in-MemorySathwika Bavikadi, Purab Ranjan Sutradhar, Amlan Ganguly, Sai Manoj Pudukotai Dinakarrao. 1-4 [doi]
- Graph-Based Spatio-Temporal Backpropagation for Training Spiking Neural NetworksYulong Yan, Haoming Chu, Xin Chen, Yi Jin, Yuxiang Huan, Lirong Zheng 0001, Zhuo Zou. 1-4 [doi]
- Energy-Efficient Deep Reinforcement Learning Accelerator Designs for Mobile Autonomous SystemsJuhyoung Lee, Changhyeon Kim, Donghyeon Han, Sangyeob Kim, Sangjin Kim, Hoi-Jun Yoo. 1-4 [doi]
- Design optimization for ADMM-Based SVM Training Processor for Edge ComputingShuo-An Huang, Yi-Yen Hsieh, Chia-Hsiang Yang. 1-5 [doi]
- A Flexible and Fast PyTorch Toolkit for Simulating Training and Inference on Analog Crossbar ArraysMalte J. Rasch, Diego Moreda, Tayfun Gokmen, Manuel Le Gallo, Fabio Carta, Cindy Goldberg, Kaoutar El Maghraoui, Abu Sebastian, Vijay Narayanan. 1-4 [doi]
- Efficient Digital Implementation of n-mode Tensor-Matrix MultiplicationChristian Gianoglio, Edoardo Ragusa, Rodolfo Zunino, Paolo Gastaldo. 1-4 [doi]
- Analyzing the Energy-Latency-Area-Accuracy Trade-off Across Contemporary Neural NetworksVikram Jain, Linyan Mei, Marian Verhelst. 1-4 [doi]
- Two-phase Scheme for Trimming QTMT CU Partition using Multi-branch Convolutional Neural NetworksPin-Chieh Fu, Chia-Cheng Yen, Nien-Chen Yang, Jia-Shung Wang. 1-6 [doi]
- FL-HDC: Hyperdimensional Computing Design for the Application of Federated LearningCheng-Yen Hsieh, Yu-Chuan Chuang, An-Yeu Andy Wu. 1-5 [doi]
- Efficient Zero-Activation-Skipping for On-Chip Low-Energy CNN AccelerationMin Liu, Yifan He, Hailong Jiao. 1-4 [doi]
- An AI AUV Enabling Vision-based Diver-following and Obstacle Avoidance with 3D-modeling DatasetYu-Cheng Chou, Hsin-Hung Chen, Chau-Chang Wang, Hui-Min Chou, Chua-Chin Wang. 1-4 [doi]
- A Real-Time Face Recognition System by Efficient Hardware-Software Co-Design on FPGA SoCsHao Wang, Shan Cao, Shugong Xu. 1-2 [doi]
- A Memristor Model with Concise Window Function for Spiking Brain-Inspired ComputationJiawei Xu, Deyu Wang, Feng Li, Lianhao Zhang, Dimitrios Stathis 0001, Yu Yang, Yi Jin, Anders Lansner, Ahmed Hemani, Zhuo Zou, Li-Rong Zheng 0001. 1-4 [doi]
- LPE: Logarithm Posit Processing Element for Energy-Efficient Edge-Device TrainingYang Wang, Dazheng Deng, Leibo Liu, Shaojun Wei, Shouyi Yin. 1-4 [doi]
- Dynamically-biased Fixed-point LSTM for Time Series Processing in AIoT Edge DeviceJinhai Hu, Wang Ling Goh, Yuan Gao 0011. 1-4 [doi]
- An Ultra-Low Latency Multicast Router for Large-Scale Multi-Chip Neuromorphic ProcessingChen Ding, Yuxiang Huan, Hao Jia, Yulong Yan, Fanxi Yang, Zhuo Zou, Li-Rong Zheng 0001. 1-4 [doi]
- An Energy-Efficient Hardware Accelerator for Hierarchical Deep Reinforcement LearningAidin Shiri, Bharat Prakash, Arnab Neelim Mazumder, Nicholas R. Waytowich, Tim Oates, Tinoosh Mohsenin. 1-4 [doi]
- FPGA-accelerated Agent-Based Simulation for COVID-19Lei Fu, Ce Guo, Wayne Luk. 1-4 [doi]
- Contention-aware Adaptive Model Selection for Machine Vision in Embedded SystemsBasar Kütükçü, Sabur Baidya, Anand Raghunathan, Sujit Dey. 1-4 [doi]
- Design Tools for Resistive Crossbar based Machine Learning AcceleratorsIndranil Chakraborty, Sourjya Roy, Shrihari Sridharan, Mustafa Fayez Ali, Aayush Ankit, Shubham Jain, Anand Raghunathan. 1-4 [doi]
- iELAS: An ELAS-Based Energy-Efficient Accelerator for Real-Time Stereo Matching on FPGA PlatformTian Gao, Zishen Wan, Yuyang Zhang, Bo Yu, Yanjun Zhang, Shaoshan Liu, Arijit Raychowdhury. 1-4 [doi]
- Unbalanced Bit-slicing Scheme for Accurate Memristor-based Neural Network ArchitectureSumit Diware, Anteneh Gebregiorgis, Rajiv V. Joshi, Said Hamdioui, Rajendra Bishnoi. 1-4 [doi]
- End-to-end 100-TOPS/W Inference With Analog In-Memory Computing: Are We There Yet?Gianmarco Ottavi, Geethan Karunaratne, Francesco Conti 0001, Irem Boybat, Luca Benini, Davide Rossi. 1-4 [doi]
- iAMEC, an Intelligent Autonomous Mover for Navigation in Indoor People Rich EnvironmentsYin-Tsung Hwang, Kuan-Hong Chen, Chih-Peng Fan, Yong-Kang Lai, Chung-Bin Wu, Hsiao-Ping Tsai, Wei-Liang Lin, Kuang-Hao Lin. 1-4 [doi]
- HPPU: An Energy-Efficient Sparse DNN Training Processor with Hybrid Weight PruningYang Wang, Yubin Qin, Leibo Liu, Shaojun Wei, Shouyi Yin. 1-4 [doi]
- Smart Refrigerator Inventory Management Using Convolutional Neural NetworksTae-Ho Lee, Shin-Woo Kang, Taehyun Kim, Jin-Sung Kim, Hyuk-Jae Lee. 1-4 [doi]
- TempDiff: Temporal Difference-Based Feature Map-Level Sparsity Induction in CNNs with <4% Memory OverheadUdari De Alwis, Massimo Alioto. 1-4 [doi]
- Quantized Fully Convolution Neural Network for HW Implementation of Human Posture RecognitionAlessandro Russo 0006, Gian Domenico Licciardo, Luigi Di Benedetto, Alfredo Rubino, Rosalba Liguori, Alessandro Naddeo, Nicola Cappetti. 1-4 [doi]
- On-chip Pixel Reconstruction using Simple CNN for Sparsely Read CMOS Image SensorWilfred Kisku, Amandeep Kaur, Deepak Mishra. 1-5 [doi]
- Automated Tuning of End-to-end Neural Flight Controllers for Autonomous Nano-dronesVlad Niculescu, Lorenzo Lamberti, Daniele Palossi, Luca Benini. 1-4 [doi]
- Multiple-Precision Floating-Point Dot Product Unit for Efficient Convolution ComputationKai Li, Wei Mao, Xinang Xie, Quan Cheng, Huan Xie, Zhenjiang Dong, Hao Yu. 1-4 [doi]
- Integer Quadratic Integrate-and-Fire (IQIF): A Neuron Model for Digital Neuromorphic SystemsWen-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. 1-4 [doi]
- Demography-aware COVID-19 Confinement with Game TheorySreenitha Kasarapu, Rakibul Hassan, Setareh Rafatirad, Houman Homayoun, Sai Manoj Pudukotai Dinakarrao. 1-4 [doi]
- EILE: Efficient Incremental Learning on the EdgeXi Chen, Chang Gao, Tobi Delbrück, Shih-Chii Liu. 1-4 [doi]
- Hardware Approximation of Exponential Decay for Spiking Neural NetworksSherif Eissa, Sander Stuijk, Henk Corporaal. 1-4 [doi]
- Hardware-Algorithm Co-Design Enabling Efficient Event-based Object DetectionBrian Crafton, Andrew Paredes, Evan Gebhardt, Arijit Raychowdhury. 1-4 [doi]
- An Efficient and Low-Power MLP Accelerator Architecture Supporting Structured Pruning, Sparse Activations and Asymmetric Quantization for Edge ComputingWei-Chen Lin, Ya-chu Chang, Juinn-Dar Huang. 1-5 [doi]
- Self-Aware Anomaly-Detection for Epilepsy Monitoring on Low-Power Wearable Electrocardiographic DevicesFarnaz Forooghifar, Amin Aminifar, Tomás Teijeiro, Amir Aminifar, Jesper Jeppesen, Sándor Beniczky, David Atienza. 1-4 [doi]
- A Novel Multi-scale Dilated 3D CNN for Epileptic Seizure PredictionZiyu Wang, Jie Yang 0033, Mohamad Sawan. 1-4 [doi]
- An Energy-Efficient Quad-Camera Visual System for Autonomous Machines on FPGA PlatformZishen Wan, Yuyang Zhang, Arijit Raychowdhury, Bo Yu, Yanjun Zhang, Shaoshan Liu. 1-4 [doi]
- An 176.3 GOPs Object Detection CNN Accelerator Emulated in a 28nm CMOS TechnologyYing-Cheng Lu, Ching-Wen Chen, Ching-Chun Pu, Yang-Tung Lin, Jyun-Kai Jhan, Shu-Ping Liang, Wei-Lun Tseng, Chi-Shi Chen, Chao-Yang Yu, Hsiu-Wen Wang, Hong-Han Shuai, Herming Chiueh. 1-4 [doi]
- Online Detection of Vibration Anomalies Using Balanced Spiking Neural NetworksNik Dennler, Germain Haessig, Matteo Cartiglia, Giacomo Indiveri. 1-4 [doi]
- NeuroSim Validation with 40nm RRAM Compute-in-Memory MacroAnni Lu, Xiaochen Peng, Wantong Li, Hongwu Jiang, Shimeng Yu. 1-4 [doi]
- Performance of Crossbar based Long Short Term Memory with Aging MemristorsA. R. Aswani, Rohan Kumar, Jai Narayan Tripathi, Alex James. 1-4 [doi]
- Quantization Strategy for Pareto-optimally Low-cost and Accurate CNNKengo Nakata, Daisuke Miyashita, Asuka Maki, Fumihiko Tachibana, Shinichi Sasaki, Jun Deguchi, Ryuichi Fujimoto. 1-4 [doi]
- Ensemble of Pruned Networks for Reliable ClassifiersZhen Gao, Han Zhang, Xiaohui Wei, Jiajun Xiao, Shulin Zeng, Guangjun Ge, Yu Wang, Pedro Reviriego. 1-4 [doi]
- Evaluation of Machine Learning-based Detection against Side-Channel Attacks on Autonomous VehicleHan Wang, Soheil Salehi, Hossein Sayadi, Avesta Sasan, Tinoosh Mohsenin, Sai Manoj P. D., Setareh Rafatirad, Houman Homayoun. 1-4 [doi]
- Exploiting Memristors for Neuromorphic Reinforcement LearningCong Shi 0003, Jing Lu, Ying Wang, Ping Li, Min Tian. 1-4 [doi]
- Towards Smart and Efficient Health Monitoring Using Edge-enabled Situational-awarenessSina Shahhosseini, Anil Kanduri, Milad Asgari Mehrabadi, Emad Kasaeyan Naeini, Dongjoo Seo, Sung-Soo Lim, Amir M. Rahmani, Nikil D. Dutt. 1-4 [doi]
- An Efficient and Fast Softmax Hardware Architecture (EFSHA) for Deep Neural NetworksMuhammad Awais Hussain, Tsung-Han Tsai 0001. 1-4 [doi]
- Live Demo: An 176.3 GOPs Object Detection CNN Accelerator Emulated in a 28nm CMOS TechnologyYing-Cheng Lu, Ching-Wen Chen, Ching-Chun Pu, Yang-Tung Lin, Jyun-Kai Jhan, Shu-Ping Liang, Wei-Lun Tseng, Chi-Shi Chen, Chao-Yang Yu, Hsiu-Wen Wang, Hong-Han Shuai, Herming Chiueh. 1 [doi]
- ECG-TCN: Wearable Cardiac Arrhythmia Detection with a Temporal Convolutional NetworkThorir Mar Ingolfsson, Xiaying Wang, Michael Hersche, Alessio Burrello, Lukas Cavigelli, Luca Benini. 1-4 [doi]
- Exploiting Weight Statistics for Compressed Neural Network Implementation on HardwarePrachi Kashikar, Sharad Sinha, Ajeet Kumar Verma. 1-4 [doi]
- Trends in Analog and Digital Intensive Compute-in-SRAM DesignsRishabh Sehgal, Jaydeep P. Kulkarni. 1-4 [doi]
- Energy-Efficient Intelligent EPTS Device using Novel DCNN-Based Dynamic Sensor ActivationHyunsung Kim, Jaehee Kim, Young-Seok Kim, Mijung Kim, Youngjoo Lee. 1 [doi]
- Energy Efficient Computing with Heterogeneous DNN AcceleratorsM. D. Shazzad Hossain, Ioannis Savidis. 1-4 [doi]
- An Ultra-Low-power Real-Time Hand-Gesture Recognition System for Edge ApplicationsYuncheng Lu, Zehao Li, Tony Tae-Hyoung Kim. 1 [doi]
- Tile-Based Architecture Exploration for Convolutional Accelerators in Deep Neural NetworksYang-Tsai Chen, Yu-Xiang Yen, Chun-Tse Chen, Tzu-Yu Chen, Chih-Tsun Huang, Jing-Jia Liou, Juin-Ming Lu. 1-4 [doi]
- Compute-in-RRAM with Limited On-chip ResourcesAnni Lu, Xiaochen Peng, Shimeng Yu. 1-4 [doi]
- Neural Network Acceleration and Voice Recognition with a Flash-based In-Memory Computing SoCLiang Zhao, Shifan Gao, Shengbo Zhang, Xiang Qiu, Fan Yang, Jie Li, Zezhi Chen, Yi Zhao. 1-5 [doi]
- A Two-Layer LSTM Deep Learning Model for Epileptic Seizure PredictionShiva Maleki Varnosfaderani, Rihat Rahman, Nabil J. Sarhan, Levin Kuhlmann, Eishi Asano, Aimee Luat, Mohammad Alhawari. 1-4 [doi]
- MRAM-based BER resilient Quantized edge-AI Networks for Harsh Industrial ConditionsVivek Parmar, Manan Suri, Kazutaka Yamane, Tae Young Lee, Nyuk Leong Chung, Vinayak Bharat Naik. 1-4 [doi]
- TCBNN: Error-Correctable Ternary-Coded Binarized Neural NetworkCheng-Di Tsai, Ting-Yu Chen, Hsiao-Wen Fu, Tsung-Chu Huang. 1-4 [doi]
- LOMA: Fast Auto-Scheduling on DNN Accelerators through Loop-Order-based Memory AllocationArne Symons, Linyan Mei, Marian Verhelst. 1-4 [doi]
- Improving system latency of AI accelerator with on-chip pipelined activation preprocessing and multi-mode batch inferenceWenxuan Chen, Zheng Wang, Ming Lei, Bo Dong, Zhuo Wang, Yongkui Yang, Chao Chen 0022, Weiyu Guo, Chen Liang, Qian Zhang, Wenqi Fang, Zhibin Yu. 1-4 [doi]
- The 2020 Low-Power Computer Vision ChallengeXiao Hu, Ming-Ching Chang, Yuwei Chen, Rahul Sridhar, ZhenYu Hu, Yunhe Xue, Zhenyu Wu, Pengcheng Pi, Jiayi Shen, Jianchao Tan, Xiangru Lian, Ji Liu, Zhangyang Wang, Chia-Hsiang Liu, Yu-Shin Han, Yuan-Yao Sung, Yi Lee, Kai-Chiang Wu, Wei-Xiang Guo, Rick Lee, Shengwen Liang, Zerun Wang, Guiguang Ding, Gang Zhang, Teng Xi, Yubei Chen, Han Cai, Ligeng Zhu, Zhekai Zhang, Song Han, Seonghwan Jeong, Youngmin Kwon, Tianzhe Wang, Jeffery Pan. 1-4 [doi]
- A Bio-Inspired Motion Detection Circuit Model for the Computation of Optical Flow: The Spatial-Temporal Filtering Reichardt ModelHsin-Yu Wu, Wei-Tse Kao, Harrison Hao-Yu Ku, Cheng-Te Wang, Chih-Cheng Hsieh, Ren-Shuo Liu, Kea-Tiong Tang, Chung-Chuan Lo. 1-4 [doi]
- Adaptable Approximation Based on Bit Decomposition for Deep Neural Network AcceleratorsTaha Soliman, Cecilia De la Parra, Andre Guntoro, Norbert Wehn. 1-4 [doi]
- Characterization of Drain Current Variations in FeFETs for PIM-based DNN AcceleratorsNathan Eli Miller, Zheng Wang, Saurabh Dash, Asif Islam Khan, Saibal Mukhopadhyay. 1-4 [doi]
- Memory Efficient Invertible Neural Networks for Class-Incremental LearningGuillaume Hocquet, Olivier Bichler, Damien Querlioz. 1-4 [doi]
- Integer-Only Approximated MFCC for Ultra-Low Power Audio NN Processing on Multi-Core MCUsMarco Fariselli, Manuele Rusci, Joel Cambonie, Eric Flamand. 1-4 [doi]
- A Quality-Oriented Reconfigurable Convolution Engine Using Cross-Shaped Sparse Kernels for Highly-Parallel CNN AccelerationChi-Wen Weng, Chao-Tsung Huang. 1-4 [doi]
- Single RRAM Cell-based In-Memory Accelerator Architecture for Binary Neural NetworksHyunmyung Oh, HyungJun Kim, Nameun Kang, Yulhwa Kim, JiHoon Park, Jae-Joon Kim. 1-4 [doi]
- Flexible-width Bit-level Compressor for Convolutional Neural NetworkJunhan Zhu, Xiaoliang Chen, Li Du, Haoran Geng, Yichuan Bai, Yuandong Li, Yuan Du, Zhongfeng Wang. 1-4 [doi]
- Real-time Language Recognition using Hyperdimensional Computing on Phase-change Memory ArrayGeethan Karunaratne, Abbas Rahimi, Manuel Le Gallo, Giovanni Cherubini, Abu Sebastian. 1 [doi]
- Software/Hardware Co-design for Multi-modal Multi-task Learning in Autonomous SystemsCong Hao, Deming Chen. 1-5 [doi]
- MLFlash-CIM: Embedded Multi-Level NOR-Flash Cell based Computing in Memory Architecture for Edge AI DevicesSitao Zeng, Yuxin Zhang, Zhiguo Zhu, Zhaolong Qin, Chunmeng Dou, Xin Si, Qiang Li. 1-4 [doi]
- MNSIM-TIME: Performance Modeling Framework for Training-In-Memory ArchitecturesKaizhong Qiu, Zhenhua Zhu, Yi Cai, Hanbo Sun, Yu Wang 0002, Huanzhong Yang. 1-4 [doi]
- Event-Driven Continuous-Time Feature Extraction for Ultra Low-Power Audio Keyword SpottingSoufiane Mourrane, Benoit Larras, Andreia Cathelin, Antoine Frappé. 1-4 [doi]
- Efficient FPGA Implementation of a Convolutional Neural Network for Radar Signal ProcessingJingchi Zhang, Yihao Huang, Huanrui Yang, Michael Martinez, Granger Hickman, Jeffrey L. Krolik, Hai Li. 1-4 [doi]