Ao Ren - RankMe

102 papers A* 13A 3B 7C 11Misc 2Journal 42Unranked 24

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	D CoRR Lang Xiong, Ning Liu, Ao Ren, Yuheng Bai, Haining Fang, Binyan Zhang, Zhe Jiang, Yujuan Tan, Duo Liu
2026	A*	`conf`	D2 Prune: Sparsifying Large Language Models via Dual Taylor Expansion and Attention Distribution Awareness. AAAI Lang Xiong, Ning Liu, Ao Ren, Yuheng Bai, Haining Fang, Binyan Zhang, Zhe Jiang, Yujuan Tan, Duo Liu
2026	A*	`conf`	HitKV: Activation Frequency Knows Which Tokens Are Important. AAAI Sanle Zhao, Yujuan Tan, Jing Yu, Zhuoxin Bai, Yue Niu, Jiayi Guo, Zongjie Wang, Ao Ren
2026	J	`jnl`	LIO-HKDT: Fast and Accurate LiDAR-Inertial Odometry With Hash K-D Tree. IEEE Robotics Autom. Lett. Yuexin Mu, Ao Ren, Duo Liu, Murong Wang, Zihao Zhang, Haojie Lu, Yujuan Tan, Kan Zhong
2026	J	`jnl`	Latency Optimization in Hybrid Memory System for GNNs. IEEE Trans. Computers Zhaoyang Zeng, Yujuan Tan, Wei Chen, Jiali Li, Zhuoxin Bai, Ao Ren, Duo Liu, Xianzhang Chen
2026	J	`jnl`	RefineDedup: efficient deduplication for mobile systems via application-wise learning. Sci. China Inf. Sci. Wei Li, Xianzhang Chen, Xingjie Zhou, Duo Liu, Yujuan Tan, Ao Ren, Kan Zhong, Lei Qiao
2026	J	`jnl`	SAHChain: A Hybrid Storage Blockchain System Supporting Semantic Expressiveness and Retrieval. IEEE Trans. Computers Chaoxia Qin, Duo Liu, Bing Guo, Yujuan Tan, Ao Ren, Kan Zhong, Liang Liang
2025	C	`conf`	CAST: An Efficient Framework for Schedules Performance Prediction Based on Compact ASTs. ICCD Qingqiu Lan, Ao Ren, Zhenyu Wang, Wei Li, Hongbin Zhu, Yujuan Tan, Duo Liu, Kan Zhong, Chaoxia Qin
2025	J	`jnl`	CMCache: An Adaptive Cross-Level Data Placement Method for Multilevel Cache. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. Zhaoyang Zeng, Yujuan Tan, Zhulin Ma, Jiali Li, Sanle Zhao, Duo Liu, Xianzhang Chen, Ao Ren
2025	—	`conf`	Co-GNN: A Co-optimization Framework for Memory and Computation in Sampling-Based GNN Training. ICIC (21) Yan Gan, Yujuan Tan, Jiayi Guo, Yujiao Wang, Zongjie Wang, Duo Liu, Ao Ren, Kan Zhong, Chaoxia Qin, Mingrui Qiang
2025	—	`conf`	CoSF: A Euro-Par (1) Wei Li, Ao Ren, Qingqiu Lan, Haining Fang, Zhenyu Wang, Yujuan Tan, Kan Zhong, Duo Liu
2025	—	`conf`	Cocache: An Accurate and Low-Overhead Dynamic Caching Method for GNNs. Euro-Par (2) Zhaoyang Zeng, Yujuan Tan, Jiali Li, Zhuoxin Bai, Jun Liu, Kan Zhong, Duo Liu, Ao Ren
2025	J	`jnl`	DSAV: A Deep Sparse Acceleration Framework for Voxel-Based 3-D Object Detection. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. Haining Fang, Yujuan Tan, Ao Ren, Wei Zhuang, Yang Hua, Zhiyong Qin, Duo Liu
2025	C	`conf`	DualSpar: A Dual-Granularity Memory Framework with Adaptive Sparsity for Efficient LLM Inference. ICCD Yujuan Tan, Jiayi Guo, Zhuoxin Bai, Sanle Zhao, Yujiao Wang, Zongjie Wang, Ao Ren, Kan Zhong, Lin Huang, Jun Liu
2025	B	`conf`	FASP: A Fast and Accurate Framework for Schedule Performance Evaluation. ICPADS Qingqiu Lan, Ao Ren, Zhenyu Wang, Wei Li, Hongbin Zhu, Yujuan Tan, Duo Liu, Kan Zhong, Chaoxia Qin
2025	J	`jnl`	GNNBoost: Accelerating sampling-based GNN training on large scale graph by optimizing data preparation. J. Syst. Archit. Yujuan Tan, Yan Gan, Zhaoyang Zeng, Zhuoxin Bai, Lei Qiao, Duo Liu, Kan Zhong, Ao Ren
2025	J	`jnl`	LAShards: Low-Overhead and Self-Adaptive MRC Construction for Non-Stack Algorithms. IEEE Trans. Computers Sanle Zhao, Yujuan Tan, Zhaoyang Zeng, Jing Yu, Zhuoxin Bai, Ao Ren, Xianzhang Chen, Duo Liu
2025	A*	`conf`	LIO-DPC: Accurate and Fast LiDAR-Inertial Odometry with Dynamic Pose Chain. DAC Yuexin Mu, Ao Ren, Duo Liu, Zihao Zhang, Haojie Lu, Longyi Zhou, Huachen Tan, Kan Zhong, Yujuan Tan, Chaoxia Qin
2025	Misc	`conf`	MPNAS: Multimodal Sentiment Analysis Pruning via Neural Architecture Search. ICASSP Binyan Zhang, Ao Ren, Zihao Zhang, Moming Duan, Duo Liu, Yujuan Tan, Kan Zhong
2025	J	`jnl`	PIM-IoT: Enabling hierarchical, heterogeneous, and agile Processing-in-Memory in IoT systems. Future Gener. Comput. Syst. Kan Zhong, Qiao Li, Ao Ren, Yujuan Tan, Xianzhang Chen, Linbo Long, Duo Liu
2025	C	`conf`	RAN: Accelerating Data Repair with Available Nodes in Erasure-Coded Storage. CLUSTER Canghai Yang, Kan Zhong, Yujuan Tan, Ao Ren, Duo Liu
2025	—	`conf`	RobTrack: A Robust 3D Multi-object Tracking Method for Edge Devices. ICIC (5) Mingrui Qiang, Ao Ren, Yujuan Tan, Jing Yu, Zhuoxin Bai, Duo Liu, Kan Zhong, Chaoxia Qin
2025	J	`jnl`	Shape Optimization of the Triangular Vortex Flowmeter Based on the LBM Method. Symmetry Qiji Sun, Chenxi Xu, Xuan Zou, Wei Guan, Xiao Liu, Xu Yang, Ao Ren
2024	C	`conf`	An FPGA-based kNN Seach Accelerator for point cloud registration. ISCAS Chengliang Wang, Zhetong Huang, Ao Ren, Xun Zhang
2024	J	`jnl`	BGS: Accelerate GNN training on multiple GPUs. J. Syst. Archit. Yujuan Tan, Zhuoxin Bai, Duo Liu, Zhaoyang Zeng, Yan Gan, Ao Ren, Xianzhang Chen, Kan Zhong
2024	J	`jnl`	CEIU: Consistent and Efficient Incremental Update mechanism for mobile systems on flash storage. J. Syst. Archit. Ruiqing Lei, Xianzhang Chen, Duo Liu, Chunlin Song, Yujuan Tan, Ao Ren
2024	B	`conf`	DPC: DPU-accelerated High-Performance File System Client. ICPP Kan Zhong, Zhiwang Yu, Qiao Li, Xianqiang Luo, Linbo Long, Yujuan Tan, Ao Ren, Duo Liu
2024	A*	`conf`	FinerDedup: Sifting Fingerprints for Efficient Data Deduplication on Mobile Devices. DAC Xianzhang Chen, Xingjie Zhou, Wei Li, Xi Yu, Duo Liu, Yujuan Tan, Ao Ren
2024	J	`jnl`	FreePrune: An Automatic Pruning Framework Across Various Granularities Based on Training-Free Evaluation. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. Miao Tang, Ning Liu, Tao Yang, Haining Fang, Qiu Lin, Yujuan Tan, Xianzhang Chen, Duo Liu, Kan Zhong, Ao Ren
2024	J	`jnl`	Optimizing the Performance of Consistency-Aware Deduplication Using Persistent Memory. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. Chunlin Song, Xianzhang Chen, Duo Liu, Jiali Li, Yujuan Tan, Ao Ren
2024	A	`conf`	RACI: A Resource-Aware Cooperative Inference Framework on Heterogeneous Edge Devices. ICCAD Zhenyu Wang, Ao Ren, Duo Liu, Haining Fang, Jiaxing Shi, Yujuan Tan, Xianzhang Chen
2024	C	`conf`	Rethinking Literary Plagiarism in LLMs through the Lens of Copyright Laws. ACML Huachen Tan, Moming Duan, Duo Liu, Haojie Lu, Yuexin Mu, Longyi Zhou, Ao Ren, Yujuan Tan, Kan Zhong
2024	J	`jnl`	Trustworthy Self-Attention: Enabling the Network to Focus Only on the Most Relevant References. CoRR Jing Yu, Yujuan Tan, Ao Ren, Duo Liu
2024	—	`conf`	VIFA: An Efficient Visible and Infrared Image Fusion Architecture for Multi-task Applications via Continual Learning. ACCV (8) Jiaxing Shi, Ao Ren, Wei Zhuang, Yang Hua, Zhiyong Qin, Zhenyu Wang, Yang Song, Yujuan Tan, Duo Liu
2024	J	`jnl`	YOIO: You Only Iterate Once by mining and fusing multiple necessary global information in the optical flow estimation. CoRR Jing Yu, Yujuan Tan, Ao Ren, Duo Liu
2023	—	`conf`	An Efficient Scheduling Algorithm for Multi-mode Tasks on Near-Data Processing SSDs. ICA3PP (7) Guo Li, Xianzhang Chen, Duo Liu, Jiali Li, Yujuan Tan, Ao Ren
2023	B	`conf`	Data-Quality-Driven Federated Learning for Optimizing Communication Costs. ICPADS Xuehong Fan, Nanzhong Wu, Shukan Liu, Xianzhang Chen, Duo Liu, Yujuan Tan, Ao Ren
2023	J	`jnl`	FedMDS: An Efficient Model Discrepancy-Aware Semi-Asynchronous Clustered Federated Learning Framework. IEEE Trans. Parallel Distributed Syst. Yu Zhang, Duo Liu, Moming Duan, Li Li, Xianzhang Chen, Ao Ren, Yujuan Tan, Chengliang Wang
2023	A*	`conf`	HBP: Hierarchically Balanced Pruning and Accelerator Co-Design for Efficient DNN Inference. DAC Ao Ren, Yuhao Wang, Tao Zhang, Jiaxing Shi, Duo Liu, Xianzhang Chen, Yujuan Tan, Yuan Xie
2023	A*	`conf`	IFHE: Intermediate-Feature Heterogeneity Enhancement for Image Synthesis in Data-Free Knowledge Distillation. DAC Yi Chen, Ning Liu, Ao Ren, Tao Yang, Duo Liu
2023	—	`conf`	Optimizing the Incremental Update Mechanism by Inlaying File Indexes on Flash Storage. NVMSA Ruiqing Lei, Xianzhang Chen, Duo Liu, Chunlin Song, Yujuan Tan, Ao Ren
2023	A*	`conf`	Optimizing the Performance of NDP Operations by Retrieving File Semantics in Storage. DAC Lin Li, Xianzhang Chen, Jiali Li, Jiapin Wang, Duo Liu, Yujuan Tan, Ao Ren
2023	J	`jnl`	Path planning and collision avoidance based on the RRT*FN framework for a robotic manipulator in various scenarios. Complex Intell. Syst. Jianyou Qi, Qingni Yuan, Chen Wang, Xiaoying Du, Feilong Du, Ao Ren
2023	B	`conf`	RadarSSD: A Computational Storage for Radar Signal Processing. ICPP Jiali Li, Xianzhang Chen, Duo Liu, Ao Ren, Zhaoyang Zeng, Yujuan Tan
2023	C	`conf`	Re-compact: Structured Pruning and SpMM Kernel Co-design for Accelerating DNNs on GPUs. ICCD Yuling Zhang, Ao Ren, Xianzhang Chen, Qiu Lin, Yujuan Tan, Duo Liu
2023	—	`conf`	SCRA: Systolic-Friendly DNN Compression and Reconfigurable Accelerator Co-Design. ISPA/BDCloud/SocialCom/SustainCom Xun Zhang, Chengliang Wang, Xingquan Piao, Ao Ren, Zhetong Huang
2022	—	`conf`	3DS: An Efficient DPDK-based Data Distribution Service for Distributed Real-time Applications. HPCC/DSS/SmartCity/DependSys Tianyu Xu, Xianzhang Chen, Changze Wu, Jiapin Wang, Rongwei Zheng, Duo Liu, Yujuan Tan, Ao Ren, Jian Li
2022	C	`conf`	CADedup: High-performance Consistency-aware Deduplication Based on Persistent Memory. ICCD Chunlin Song, Xianzhang Chen, Duo Liu, Xiaoliu Feng, Xi Yu, Jiali Li, Yujuan Tan, Ao Ren
2022	J	`jnl`	FRL: Fast and Reconfigurable Accelerator for Distributed Sound Source Localization. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. Xiaofeng Ding, Chengliang Wang, Heping Liu, Zhihai Zhang, Xianzhang Chen, Yujuan Tan, Duo Liu, Ao Ren
2022	J	`jnl`	Federated learning with workload-aware client scheduling in heterogeneous systems. Neural Networks Li Li, Duo Liu, Moming Duan, Yu Zhang, Ao Ren, Xianzhang Chen, Yujuan Tan, Chengliang Wang
2022	J	`jnl`	Flexible Clustered Federated Learning for Client-Level Data Distribution Shift. IEEE Trans. Parallel Distributed Syst. Moming Duan, Duo Liu, Xinyuan Ji, Yu Wu, Liang Liang, Xianzhang Chen, Yujuan Tan, Ao Ren
2022	A*	`conf`	Measuring Data Reconstruction Defenses in Collaborative Inference Systems. NeurIPS Mengda Yang, Ziang Li, Juan Wang, Hongxin Hu, Ao Ren, Xiaoyang Xu, Wenzhe Yi
2022	J	`jnl`	SENTunnel: Fast Path for Sensor Data Access on Automotive Embedded Systems. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. Rongwei Zheng, Xianzhang Chen, Duo Liu, Junjie Feng, Jiapin Wang, Ao Ren, Chengliang Wang, Yujuan Tan
2022	C	`conf`	VEA: An FPGA-Based Voxel Encoding Accelerator for 3D Object Detection with LiDAR. ICCD Xin Li, Ao Ren, Yujuan Tan, Xusheng Li, Zhetong Huang, Chengliang Wang, Xianzhang Chen, Duo Liu
2021	B	`conf`	CSAFL: A Clustered Semi-Asynchronous Federated Learning Framework. IJCNN Yu Zhang, Moming Duan, Duo Liu, Li Li, Ao Ren, Xianzhang Chen, Yujuan Tan, Chengliang Wang
2021	J	`jnl`	CSAFL: A Clustered Semi-Asynchronous Federated Learning Framework. CoRR Yu Zhang, Moming Duan, Duo Liu, Li Li, Ao Ren, Xianzhang Chen, Yujuan Tan, Chengliang Wang
2021	B	`conf`	FedSAE: A Novel Self-Adaptive Federated Learning Framework in Heterogeneous Systems. IJCNN Li Li, Moming Duan, Duo Liu, Yu Zhang, Ao Ren, Xianzhang Chen, Yujuan Tan, Chengliang Wang
2021	J	`jnl`	FedSAE: A Novel Self-Adaptive Federated Learning Framework in Heterogeneous Systems. CoRR Li Li, Moming Duan, Duo Liu, Yu Zhang, Ao Ren, Xianzhang Chen, Yujuan Tan, Chengliang Wang
2021	—	`conf`	Improving DNN Fault Tolerance using Weight Pruning and Differential Crossbar Mapping for ReRAM-based Edge AI. ISQED Geng Yuan, Zhiheng Liao, Xiaolong Ma, Yuxuan Cai, Zhenglun Kong, Xuan Shen, Jingyan Fu, Zhengang Li, Chengming Zhang, Hongwu Peng, Ning Liu, Ao Ren, Jinhui Wang, Yanzhi Wang
2021	J	`jnl`	Improving DNN Fault Tolerance using Weight Pruning and Differential Crossbar Mapping for ReRAM-based Edge AI. CoRR Geng Yuan, Zhiheng Liao, Xiaolong Ma, Yuxuan Cai, Zhenglun Kong, Xuan Shen, Jingyan Fu, Zhengang Li, Chengming Zhang, Hongwu Peng, Ning Liu, Ao Ren, Jinhui Wang, Yanzhi Wang
2021	J	`jnl`	STICKER-T: An Energy-Efficient Neural Network Processor Using Block-Circulant Algorithm and Unified Frequency-Domain Acceleration. IEEE J. Solid State Circuits 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
2020	J	`jnl`	3D Capsule Networks for Object Classification With Weight Pruning. IEEE Access Burak Kakillioglu, Ao Ren, Yanzhi Wang, Senem Velipasalar
2020	A*	`conf`	DARB: A Density-Adaptive Regular-Block Pruning for Deep Neural Networks. AAAI Ao Ren, Tao Zhang, Yuhao Wang, Sheng Lin, Peiyan Dong, Yen-Kuang Chen, Yuan Xie, Yanzhi Wang
2019	—	`conf`	A 65nm 0.39-to-140.3TOPS/W 1-to-12b Unified Neural Network Processor Using Block-Circulant-Enabled Transpose-Domain Acceleration with 8.1 × Higher TOPS/mm ISSCC Jinshan Yue, Ruoyang Liu, Wenyu Sun, Zhe Yuan, Zhibo Wang, Yung-Ning Tu, Yi-Ju Chen, Ao Ren, Yanzhi Wang, Meng-Fan Chang, Xueqing Li, Huazhong Yang, Yongpan Liu
2019	C	`conf`	A Buffer and Splitter Insertion Framework for Adiabatic Quantum-Flux-Parametron Superconducting Circuits. ICCD Ruizhe Cai, Olivia Chen, Ao Ren, Ning Liu, Nobuyuki Yoshikawa, Yanzhi Wang
2019	—	`conf`	A Majority Logic Synthesis Framework for Adiabatic Quantum-Flux-Parametron Superconducting Circuits. ACM Great Lakes Symposium on VLSI Ruizhe Cai, Olivia Chen, Ao Ren, Ning Liu, Caiwen Ding, Nobuyuki Yoshikawa, Yanzhi Wang
2019	J	`jnl`	A Stochastic-Computing based Deep Learning Framework using Adiabatic Quantum-Flux-Parametron SuperconductingTechnology. CoRR Ruizhe Cai, Ao Ren, Olivia Chen, Ning Liu, Caiwen Ding, Xuehai Qian, Jie Han, Wenhui Luo, Nobuyuki Yoshikawa, Yanzhi Wang
2019	A*	`conf`	A stochastic-computing based deep learning framework using adiabatic quantum-flux-parametron superconducting technology. ISCA Ruizhe Cai, Ao Ren, Olivia Chen, Ning Liu, Caiwen Ding, Xuehai Qian, Jie Han, Wenhui Luo, Nobuyuki Yoshikawa, Yanzhi Wang
2019	A*	`conf`	ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using Alternating Direction Methods of Multipliers. ASPLOS Ao Ren, Tianyun Zhang, Shaokai Ye, Jiayu Li, Wenyao Xu, Xuehai Qian, Xue Lin, Yanzhi Wang
2019	J	`jnl`	DARB: A Density-Aware Regular-Block Pruning for Deep Neural Networks. CoRR Ao Ren, Tao Zhang, Yuhao Wang, Sheng Lin, Peiyan Dong, Yen-Kuang Chen, Yuan Xie, Yanzhi Wang
2019	J	`jnl`	HEIF: Highly Efficient Stochastic Computing-Based Inference Framework for Deep Neural Networks. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. Zhe Li, Ji Li, Ao Ren, Ruizhe Cai, Caiwen Ding, Xuehai Qian, Jeffrey Draper, Bo Yuan, Jian Tang, Qinru Qiu, Yanzhi Wang
2019	—	`conf`	IDE Development, Logic Synthesis and Buffer/Splitter Insertion Framework for Adiabatic Quantum-Flux-Parametron Superconducting Circuits. ISVLSI Ruizhe Cai, Xiaolong Ma, Olivia Chen, Ao Ren, Ning Liu, Nobuyuki Yoshikawa, Yanzhi Wang
2019	J	`jnl`	Normalization and dropout for stochastic computing-based deep convolutional neural networks. Integr. Ji Li, Zihao Yuan, Zhe Li, Ao Ren, Caiwen Ding, Jeffrey Draper, Shahin Nazarian, Qinru Qiu, Bo Yuan, Yanzhi Wang
2018	J	`jnl`	A low-computation-complexity, energy-efficient, and high-performance linear program solver based on primal-dual interior point method using memristor crossbars. Nano Commun. Networks Ruizhe Cai, Ao Ren, Sucheta Soundarajan, Yanzhi Wang
2018	J	`jnl`	ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using Alternating Direction Method of Multipliers. CoRR Ao Ren, Tianyun Zhang, Shaokai Ye, Jiayu Li, Wenyao Xu, Xuehai Qian, Xue Lin, Yanzhi Wang
2018	J	`jnl`	Algorithm-Hardware Co-Optimization of the Memristor-Based Framework for Solving SOCP and Homogeneous QCQP Problems. CoRR Ao Ren, Sijia Liu, Ruizhe Cai, Wujie Wen, Pramod K. Varshney, Yanzhi Wang
2018	J	`jnl`	An Area and Energy Efficient Design of Domain-Wall Memory-Based Deep Convolutional Neural Networks using Stochastic Computing. CoRR Xiaolong Ma, Yipeng Zhang, Geng Yuan, Ao Ren, Zhe Li, Jie Han, Jingtong Hu, Yanzhi Wang
2018	—	`conf`	An area and energy efficient design of domain-wall memory-based deep convolutional neural networks using stochastic computing. ISQED Xiaolong Ma, Yipeng Zhang, Geng Yuan, Ao Ren, Zhe Li, Jie Han, Jingtong Hu, Yanzhi Wang
2018	—	`conf`	Structured Weight Matrices-Based Hardware Accelerators in Deep Neural Networks: FPGAs and ASICs. ACM Great Lakes Symposium on VLSI Caiwen Ding, Ao Ren, Geng Yuan, Xiaolong Ma, Jiayu Li, Ning Liu, Bo Yuan, Yanzhi Wang
2018	J	`jnl`	Structured Weight Matrices-Based Hardware Accelerators in Deep Neural Networks: FPGAs and ASICs. CoRR Caiwen Ding, Ao Ren, Geng Yuan, Xiaolong Ma, Jiayu Li, Ning Liu, Bo Yuan, Yanzhi Wang
2018	—	`conf`	Towards Budget-Driven Hardware Optimization for Deep Convolutional Neural Networks Using Stochastic Computing. ISVLSI Zhe Li, Ji Li, Ao Ren, Caiwen Ding, Jeffrey Draper, Qinru Qiu, Bo Yuan, Yanzhi Wang
2018	J	`jnl`	Towards Budget-Driven Hardware Optimization for Deep Convolutional Neural Networks using Stochastic Computing. CoRR Zhe Li, Ji Li, Ao Ren, Caiwen Ding, Jeffrey Draper, Qinru Qiu, Bo Yuan, Yanzhi Wang
2018	A*	`conf`	VIBNN: Hardware Acceleration of Bayesian Neural Networks. ASPLOS Ruizhe Cai, Ao Ren, Ning Liu, Caiwen Ding, Luhao Wang, Xuehai Qian, Massoud Pedram, Yanzhi Wang
2018	J	`jnl`	VIBNN: Hardware Acceleration of Bayesian Neural Networks. CoRR Ruizhe Cai, Ao Ren, Ning Liu, Caiwen Ding, Luhao Wang, Xuehai Qian, Massoud Pedram, Yanzhi Wang
2017	—	`conf`	Algorithm-hardware co-optimization of the memristor-based framework for solving SOCP and homogeneous QCQP problems. ASP-DAC Ao Ren, Sijia Liu, Ruizhe Cai, Wujie Wen, Pramod K. Varshney, Yanzhi Wang
2017	J	`jnl`	Deep Reinforcement Learning: Framework, Applications, and Embedded Implementations. CoRR Hongjia Li, Tianshu Wei, Ao Ren, Qi Zhu, Yanzhi Wang
2017	A	`conf`	Deep reinforcement learning: Framework, applications, and embedded implementations: Invited paper. ICCAD Hongjia Li, Tianshu Wei, Ao Ren, Qi Zhu, Yanzhi Wang
2017	C	`conf`	Hardware Acceleration of Bayesian Neural Networks Using RAM Based Linear Feedback Gaussian Random Number Generators. ICCD Ruizhe Cai, Ao Ren, Luhao Wang, Massoud Pedram, Yanzhi Wang
2017	J	`jnl`	Hardware-Driven Nonlinear Activation for Stochastic Computing Based Deep Convolutional Neural Networks. CoRR Ji Li, Zihao Yuan, Zhe Li, Caiwen Ding, Ao Ren, Qinru Qiu, Jeffrey T. Draper, Yanzhi Wang
2017	B	`conf`	Hardware-driven nonlinear activation for stochastic computing based deep convolutional neural networks. IJCNN Ji Li, Zihao Yuan, Zhe Li, Caiwen Ding, Ao Ren, Qinru Qiu, Jeffrey Draper, Yanzhi Wang
2017	—	`conf`	Memristor crossbar-based ultra-efficient next-generation baseband processors. MWSCAS Geng Yuan, Caiwen Ding, Ruizhe Cai, Xiaolong Ma, Ziyi Zhao, Ao Ren, Bo Yuan, Yanzhi Wang
2017	A*	`conf`	SC-DCNN: Highly-Scalable Deep Convolutional Neural Network using Stochastic Computing. ASPLOS Ao Ren, Zhe Li, Caiwen Ding, Qinru Qiu, Yanzhi Wang, Ji Li, Xuehai Qian, Bo Yuan
2017	—	`conf`	Softmax Regression Design for Stochastic Computing Based Deep Convolutional Neural Networks. ACM Great Lakes Symposium on VLSI Zihao Yuan, Ji Li, Zhe Li, Caiwen Ding, Ao Ren, Bo Yuan, Qinru Qiu, Jeffrey Draper, Yanzhi Wang
2017	A	`conf`	Structural design optimization for deep convolutional neural networks using stochastic computing. DATE Zhe Li, Ao Ren, Ji Li, Qinru Qiu, Bo Yuan, Jeffrey Draper, Yanzhi Wang
2017	—	`conf`	Towards acceleration of deep convolutional neural networks using stochastic computing. ASP-DAC Ji Li, Ao Ren, Zhe Li, Caiwen Ding, Bo Yuan, Qinru Qiu, Yanzhi Wang
2017	Misc	`conf`	Ultra-fast robust compressive sensing based on memristor crossbars. ICASSP Sijia Liu, Ao Ren, Yanzhi Wang, Pramod K. Varshney
2016	—	`conf`	A low-computation-complexity, energy-efficient, and high-performance linear program solver using memristor crossbars. SoCC Ruizhe Cai, Ao Ren, Yanzhi Wang, Sucheta Soundarajan, Qinru Qiu, Bo Yuan, Paul Bogdan
2016	C	`conf`	DSCNN: Hardware-oriented optimization for Stochastic Computing based Deep Convolutional Neural Networks. ICCD Zhe Li, Ao Ren, Ji Li, Qinru Qiu, Yanzhi Wang, Bo Yuan
2016	—	`conf`	Design of high-speed low-power polar BP decoder using emerging technologies. SoCC Ao Ren, Bo Yuan, Yanzhi Wang
2016	—	`conf`	Designing reconfigurable large-scale deep learning systems using stochastic computing. ICRC Ao Ren, Zhe Li, Yanzhi Wang, Qinru Qiu, Bo Yuan
2016	—	`conf`	Memristor-Based Discrete Fourier Transform for Improving Performance and Energy Efficiency. ISVLSI Ruizhe Cai, Ao Ren, Yanzhi Wang, Bo Yuan
2016	J	`jnl`	SC-DCNN: Highly-Scalable Deep Convolutional Neural Network using Stochastic Computing. CoRR Ao Ren, Ji Li, Zhe Li, Caiwen Ding, Xuehai Qian, Qinru Qiu, Bo Yuan, Yanzhi Wang