Title
Understanding Data Storage and Ingestion for Large-Scale Deep Recommendation Model Training Mark Zhao Niket Agarwal Aarti Basant B. Gedik Satadru Pan ... Kevin Wilfong Harsha Rastogi Carole-Jean Wu Christos Kozyrakis Parikshit Pol GNN 39 70 0 20 Aug 2021
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Data Streaming and Traffic Gathering in Mesh-based NoC for Deep Neural Network Acceleration Binayak Tiwari Mei Yang Xiaohang Wang Yingtao Jiang GNN 4 2 0 01 Aug 2021
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CREW: Computation Reuse and Efficient Weight Storage for Hardware-accelerated MLPs and RNNs Marc Riera J. Arnau Antonio González 29 5 0 20 Jul 2021
Positive/Negative Approximate Multipliers for DNN Accelerators Ourania Spantidi Georgios Zervakis Iraklis Anagnostopoulos H. Amrouch J. Henkel 26 18 0 20 Jul 2021
AutoFL: Enabling Heterogeneity-Aware Energy Efficient Federated Learning Young Geun Kim Carole-Jean Wu 26 85 0 16 Jul 2021
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FLAT: An Optimized Dataflow for Mitigating Attention Bottlenecks Sheng-Chun Kao Suvinay Subramanian Gaurav Agrawal Amir Yazdanbakhsh T. Krishna 51 58 0 13 Jul 2021
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Structured Model Pruning of Convolutional Networks on Tensor Processing Units Kongtao Chen Ken Franko Ruoxin Sang CVBM 11 59 0 09 Jul 2021
Tensor Methods in Computer Vision and Deep Learning Yannis Panagakis Jean Kossaifi Grigorios G. Chrysos James Oldfield M. Nicolaou Anima Anandkumar Stefanos Zafeiriou 38 120 0 07 Jul 2021
Simple Training Strategies and Model Scaling for Object Detection Xianzhi Du Barret Zoph Wei-Chih Hung Nayeon Lee ObjD 33 40 0 30 Jun 2021
Multimodal Few-Shot Learning with Frozen Language Models Maria Tsimpoukelli Jacob Menick Serkan Cabi S. M. Ali Eslami Oriol Vinyals Felix Hill MLLM 96 755 0 25 Jun 2021
A Construction Kit for Efficient Low Power Neural Network Accelerator Designs Petar Jokic E. Azarkhish Andrea Bonetti M. Pons S. Emery Luca Benini 26 3 0 24 Jun 2021
APNN-TC: Accelerating Arbitrary Precision Neural Networks on Ampere GPU Tensor Cores Boyuan Feng Yuke Wang Tong Geng Ang Li Yufei Ding MQ 23 37 0 23 Jun 2021
NAX: Co-Designing Neural Network and Hardware Architecture for Memristive Xbar based Computing Systems Shubham Negi I. Chakraborty Aayush Ankit Kaushik Roy 25 6 0 23 Jun 2021
Randomness In Neural Network Training: Characterizing The Impact of Tooling Donglin Zhuang Xingyao Zhang Shuaiwen Leon Song Sara Hooker 27 75 0 22 Jun 2021
Boggart: Towards General-Purpose Acceleration of Retrospective Video Analytics Neil Agarwal Ravi Netravali 32 14 0 21 Jun 2021
Dive into Deep Learning Aston Zhang Zachary Chase Lipton Mu Li Alexander J. Smola VLM 30 561 0 21 Jun 2021
How to Reach Real-Time AI on Consumer Devices? Solutions for Programmable and Custom Architectures Stylianos I. Venieris Ioannis Panopoulos Ilias Leontiadis I. Venieris 38 6 0 21 Jun 2021
Multiplying Matrices Without Multiplying Davis W. Blalock John Guttag 27 51 0 21 Jun 2021
A Survey on Serverless Computing J. John Shashank Gupta 25 59 0 20 Jun 2021
Evaluating Spatial Accelerator Architectures with Tiled Matrix-Matrix Multiplication G. Moon Hyoukjun Kwon Geonhwa Jeong Prasanth Chatarasi S. Rajamanickam T. Krishna 6 28 0 19 Jun 2021
FORMS: Fine-grained Polarized ReRAM-based In-situ Computation for Mixed-signal DNN Accelerator Geng Yuan Payman Behnam Zhengang Li Ali Shafiee Sheng Lin ... Hang Liu Xuehai Qian M. N. Bojnordi Yanzhi Wang Caiwen Ding 24 68 0 16 Jun 2021
Automatic Construction of Evaluation Suites for Natural Language Generation Datasets Simon Mille Kaustubh D. Dhole Saad Mahamood Laura Perez-Beltrachini Varun Gangal Mihir Kale Emiel van Miltenburg Sebastian Gehrmann ELM 52 22 0 16 Jun 2021
Efficient Deep Learning: A Survey on Making Deep Learning Models Smaller, Faster, and Better Gaurav Menghani VLM MedIm 23 367 0 16 Jun 2021
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S2Engine: A Novel Systolic Architecture for Sparse Convolutional Neural Networks Jianlei Yang Wenzhi Fu Xingzhou Cheng Xucheng Ye Pengcheng Dai Weisheng Zhao 16 8 0 15 Jun 2021
Auto-NBA: Efficient and Effective Search Over the Joint Space of Networks, Bitwidths, and Accelerators Yonggan Fu Yongan Zhang Yang Zhang David D. Cox Yingyan Lin MQ 64 18 0 11 Jun 2021
Knowledge distillation: A good teacher is patient and consistent Lucas Beyer Xiaohua Zhai Amelie Royer L. Markeeva Rohan Anil Alexander Kolesnikov VLM 52 287 0 09 Jun 2021
HASI: Hardware-Accelerated Stochastic Inference, A Defense Against Adversarial Machine Learning Attacks Mohammad Hossein Samavatian Saikat Majumdar Kristin Barber R. Teodorescu AAML 31 4 0 09 Jun 2021
Dynamic Sparse Training for Deep Reinforcement Learning Ghada Sokar Elena Mocanu Decebal Constantin Mocanu Mykola Pechenizkiy Peter Stone 23 52 0 08 Jun 2021
Top-KAST: Top-K Always Sparse Training Siddhant M. Jayakumar Razvan Pascanu Jack W. Rae Simon Osindero Erich Elsen 14 97 0 07 Jun 2021
JIZHI: A Fast and Cost-Effective Model-As-A-Service System for Web-Scale Online Inference at Baidu Hao Liu Qian Gao Jiang Li X. Liao Hao Xiong ... Guobao Yang Zhiwei Zha Daxiang Dong Dejing Dou Haoyi Xiong VLM 30 22 0 03 Jun 2021
Machine Learning for Security in Vehicular Networks: A Comprehensive Survey Anum Talpur M. Gurusamy 17 61 0 31 May 2021
Cloud Collectives: Towards Cloud-aware Collectives forML Workloads with Rank Reordering Liang Luo Jacob Nelson Arvind Krishnamurthy Luis Ceze 127 1 0 28 May 2021
Bridging Data Center AI Systems with Edge Computing for Actionable Information Retrieval Zhengchun Liu Ahsan Ali Peter Kenesei Antonino Miceli Hemant Sharma ... Naoufal Layad Jana Thayer R. Herbst Chun Hong Yoon Ian Foster 27 22 0 28 May 2021
FuSeConv: Fully Separable Convolutions for Fast Inference on Systolic Arrays Surya Selvam Vinod Ganesan Pratyush Kumar 38 10 0 27 May 2021
Towards Efficient Full 8-bit Integer DNN Online Training on Resource-limited Devices without Batch Normalization Yukuan Yang Xiaowei Chi Lei Deng Tianyi Yan Feng Gao Guoqi Li MQ 28 6 0 27 May 2021
PSRR-MaxpoolNMS: Pyramid Shifted MaxpoolNMS with Relationship Recovery Tianyi Zhang Jie Lin Peng Hu Bin Zhao M. Aly 13 3 0 27 May 2021
CARLS: Cross-platform Asynchronous Representation Learning System Chun-Ta Lu Yun Zeng Da-Cheng Juan Yicheng Fan Zhe Li ... Ariel Fuxman Futang Peng Zhen Li Tom Duerig Andrew Tomkins 10 0 0 26 May 2021