Title
Phantom: A High-Performance Computational Core for Sparse Convolutional Neural Networks Mahmood Azhar Qureshi Arslan Munir 35 0 0 09 Nov 2021
Confidential Machine Learning Computation in Untrusted Environments: A Systems Security Perspective Kha Dinh Duy Taehyun Noh Siwon Huh Hojoon Lee 56 9 0 05 Nov 2021
Dynamic Data Augmentation with Gating Networks for Time Series Recognition Daisuke Oba Shinnosuke Matsuo Brian Kenji Iwana AI4TS 26 1 0 05 Nov 2021
Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples Kanghyun Choi Deokki Hong Noseong Park Youngsok Kim Jinho Lee MQ 32 65 0 04 Nov 2021
GNNear: Accelerating Full-Batch Training of Graph Neural Networks with Near-Memory Processing Zhe Zhou Cong Li Xuechao Wei Xiaoyang Wang Guangyu Sun GNN 22 24 0 01 Nov 2021
Collage: Seamless Integration of Deep Learning Backends with Automatic Placement Byungsoo Jeon Sunghyun Park Peiyuan Liao Sheng Xu Tianqi Chen Zhihao Jia VLM 47 4 0 01 Nov 2021
Sustainable AI: Environmental Implications, Challenges and Opportunities Carole-Jean Wu Ramya Raghavendra Udit Gupta Bilge Acun Newsha Ardalani ... Maximilian Balandat Joe Spisak R. Jain Michael G. Rabbat K. Hazelwood 52 389 0 30 Oct 2021
Cross-attention conformer for context modeling in speech enhancement for ASR A. Narayanan Chung-Cheng Chiu Tom O'Malley Quan Wang Yanzhang He 32 14 0 30 Oct 2021
NxMTransformer: Semi-Structured Sparsification for Natural Language Understanding via ADMM Connor Holmes Minjia Zhang Yuxiong He Bo Wu 37 18 0 28 Oct 2021
MERCURY: Accelerating DNN Training By Exploiting Input Similarity Vahid Janfaza Kevin Weston Moein Razavi Shantanu Mandal Farabi Mahmud Alex Hilty A. Muzahid 41 5 0 28 Oct 2021
Applications and Techniques for Fast Machine Learning in Science A. Deiana Nhan Tran Joshua C. Agar Michaela Blott G. D. Guglielmo ... Ashish Sharma S. Summers Pietro Vischia J. Vlimant Olivia Weng 19 71 0 25 Oct 2021
Physical Side-Channel Attacks on Embedded Neural Networks: A Survey M. M. Real Ruben Salvador AAML 25 32 0 21 Oct 2021
A Data-Centric Optimization Framework for Machine Learning Oliver Rausch Tal Ben-Nun Nikoli Dryden Andrei Ivanov Shigang Li Torsten Hoefler AI4CE 22 16 0 20 Oct 2021
Data-Driven Offline Optimization For Architecting Hardware Accelerators Aviral Kumar Amir Yazdanbakhsh Milad Hashemi Kevin Swersky Sergey Levine 38 36 0 20 Oct 2021
Ranking and Tuning Pre-trained Models: A New Paradigm for Exploiting Model Hubs Kaichao You Yong Liu Ziyang Zhang Jianmin Wang Michael I. Jordan Mingsheng Long 122 32 0 20 Oct 2021
When in Doubt, Summon the Titans: Efficient Inference with Large Models A. S. Rawat Manzil Zaheer A. Menon Amr Ahmed Sanjiv Kumar 25 7 0 19 Oct 2021
Energon: Towards Efficient Acceleration of Transformers Using Dynamic Sparse Attention Zhe Zhou Junling Liu Zhenyu Gu Guangyu Sun 64 43 0 18 Oct 2021
Characterizing and Improving the Resilience of Accelerators in Autonomous Robots Deval Shah Zihui Xue Karthik Pattabiraman Tor M. Aamodt 26 1 0 17 Oct 2021
Exploring Deep Neural Networks on Edge TPU Seyedehfaezeh Hosseininoorbin S. Layeghy Branislav Kusy Raja Jurdak Marius Portmann 29 9 0 17 Oct 2021
Bandwidth Utilization Side-Channel on ML Inference Accelerators Sarbartha Banerjee Shijia Wei Prakash Ramrakhyani Mohit Tiwari 31 3 0 14 Oct 2021
SGD-X: A Benchmark for Robust Generalization in Schema-Guided Dialogue Systems Harrison Lee Raghav Gupta Abhinav Rastogi Yuan Cao Bin Zhang Yonghui Wu 74 33 0 13 Oct 2021
An In-depth Summary of Recent Artificial Intelligence Applications in Drug Design Yi Zhang AI4CE 50 5 0 10 Oct 2021
Pyxis: An Open-Source Performance Dataset of Sparse Accelerators Linghao Song Yuze Chi Jason Cong 21 0 0 08 Oct 2021
Characterizing and Demystifying the Implicit Convolution Algorithm on Commercial Matrix-Multiplication Accelerators Yangjie Zhou Mengtian Yang Cong Guo Jingwen Leng Yun Liang Quan Chen Minyi Guo Yuhao Zhu 34 34 0 08 Oct 2021
Input Length Matters: Improving RNN-T and MWER Training for Long-form Telephony Speech Recognition Zhiyun Lu Yanwei Pan Thibault Doutre Parisa Haghani Liangliang Cao Rohit Prabhavalkar Chuxu Zhang Trevor Strohman AuLLM 83 14 0 08 Oct 2021
MAPA: Multi-Accelerator Pattern Allocation Policy for Multi-Tenant GPU Servers K. Ranganath Joshua D. Suetterlein Joseph Manzano Shuaiwen Leon Song Daniel Wong 41 15 0 07 Oct 2021
RASA: Efficient Register-Aware Systolic Array Matrix Engine for CPU Geonhwa Jeong Eric Qin A. Samajdar C. Hughes S. Subramoney Hyesoon Kim T. Krishna 65 18 0 05 Oct 2021
Parallel Actors and Learners: A Framework for Generating Scalable RL Implementations Chi Zhang S. Kuppannagari Viktor Prasanna OffRL 21 8 0 03 Oct 2021
SECDA: Efficient Hardware/Software Co-Design of FPGA-based DNN Accelerators for Edge Inference Jude Haris Perry Gibson José Cano Nicolas Bohm Agostini David Kaeli 44 19 0 01 Oct 2021
Neural Network Verification in Control M. Everett AAML 37 16 0 30 Sep 2021
Accelerating Fully Connected Neural Network on Optical Network-on-Chip (ONoC) Fei Dai Yawen Chen Haibo Zhang Zhiyi Huang 16 5 0 30 Sep 2021
Google Neural Network Models for Edge Devices: Analyzing and Mitigating Machine Learning Inference Bottlenecks Amirali Boroumand Saugata Ghose Berkin Akin Ravi Narayanaswami Geraldo F. Oliveira Xiaoyu Ma Eric Shiu O. Mutlu 25 82 0 29 Sep 2021
LIBRA: Enabling Workload-aware Multi-dimensional Network Topology Optimization for Distributed Training of Large AI Models William Won Saeed Rashidi Sudarshan Srinivasan T. Krishna AI4CE 26 8 0 24 Sep 2021
Towards Energy-Efficient and Secure Edge AI: A Cross-Layer Framework Mohamed Bennai Alberto Marchisio Rachmad Vidya Wicaksana Putra Muhammad Abdullah Hanif 49 34 0 20 Sep 2021
On the Noise Stability and Robustness of Adversarially Trained Networks on NVM Crossbars Chun Tao Deboleena Roy I. Chakraborty Kaushik Roy AAML 43 2 0 19 Sep 2021
Exploiting Activation based Gradient Output Sparsity to Accelerate Backpropagation in CNNs Anup Sarma Sonali Singh Huaipan Jiang Ashutosh Pattnaik Asit K. Mishra N. Vijaykrishnan M. Kandemir Chita R. Das 16 5 0 16 Sep 2021
Union: A Unified HW-SW Co-Design Ecosystem in MLIR for Evaluating Tensor Operations on Spatial Accelerators Geonhwa Jeong Gokcen Kestor Prasanth Chatarasi A. Parashar Po-An Tsai S. Rajamanickam R. Gioiosa T. Krishna 35 13 0 15 Sep 2021
2-in-1 Accelerator: Enabling Random Precision Switch for Winning Both Adversarial Robustness and Efficiency Yonggan Fu Yang Zhao Qixuan Yu Chaojian Li Yingyan Lin AAML 57 12 0 11 Sep 2021
Bootstrapped Meta-Learning Sebastian Flennerhag Yannick Schroecker Tom Zahavy Hado van Hasselt David Silver Satinder Singh 43 59 0 09 Sep 2021
Revisiting 3D ResNets for Video Recognition Xianzhi Du Yeqing Li Huayu Chen Rui Qian Jing Li Irwan Bello 56 17 0 03 Sep 2021
On the Accuracy of Analog Neural Network Inference Accelerators T. Xiao Ben Feinberg C. Bennett V. Prabhakar Prashant Saxena V. Agrawal S. Agarwal M. Marinella 30 34 0 03 Sep 2021
Evaluating the Single-Shot MultiBox Detector and YOLO Deep Learning Models for the Detection of Tomatoes in a Greenhouse S. Magalhães Luís Castro Germano Moreira F. Santos Mário Cunha Jorge Dias A. Moreira 20 119 0 02 Sep 2021
Multi-model Machine Learning Inference Serving with GPU Spatial Partitioning S. Choi Sunho Lee Yeonjae Kim Jongse Park Youngjin Kwon Jaehyuk Huh 30 21 0 01 Sep 2021
Effective Sequence-to-Sequence Dialogue State Tracking Jeffrey Zhao Mahdis Mahdieh Ye Zhang Yuan Cao Yonghui Wu 28 42 0 31 Aug 2021
Edge-Cloud Collaborated Object Detection via Difficult-Case Discriminator Zhiqiang Cao Zhijun Li Pan Heng Yongrui Chen Daqi Xie Jie Liu 30 12 0 29 Aug 2021
Power-Based Attacks on Spatial DNN Accelerators Ge Li Mohit Tiwari Michael Orshansky 38 8 0 28 Aug 2021
Design and Scaffolded Training of an Efficient DNN Operator for Computer Vision on the Edge Vinod Ganesan Pratyush Kumar 45 2 0 25 Aug 2021
Towards Memory-Efficient Neural Networks via Multi-Level in situ Generation Jiaqi Gu Hanqing Zhu Chenghao Feng Mingjie Liu Zixuan Jiang Ray T. Chen David Z. Pan 22 4 0 25 Aug 2021
SimVLM: Simple Visual Language Model Pretraining with Weak Supervision Zirui Wang Jiahui Yu Adams Wei Yu Zihang Dai Yulia Tsvetkov Yuan Cao VLM MLLM 51 782 0 24 Aug 2021
DeepEdgeBench: Benchmarking Deep Neural Networks on Edge Devices Stephan Patrick Baller Anshul Jindal Mohak Chadha Michael Gerndt 22 71 0 21 Aug 2021