Title
Swift for TensorFlow: A portable, flexible platform for deep learning Brennan Saeta Denys Shabalin M. Rasi Brad Larson Xihui Wu ... Saleem Abdulrasool A. Efremov Dave Abrahams Chris Lattner Richard Wei HAI 32 11 0 26 Feb 2021
LogME: Practical Assessment of Pre-trained Models for Transfer Learning Kaichao You Yong Liu Jianmin Wang Mingsheng Long 35 178 0 22 Feb 2021
An Evaluation of Edge TPU Accelerators for Convolutional Neural Networks K. Seshadri Berkin Akin James Laudon Ravi Narayanaswami Amir Yazdanbakhsh 35 118 0 20 Feb 2021
Control Variate Approximation for DNN Accelerators Georgios Zervakis Ourania Spantidi Iraklis Anagnostopoulos H. Amrouch J. Henkel BDL 34 22 0 18 Feb 2021
Combinatorial optimization and reasoning with graph neural networks Quentin Cappart Didier Chételat Elias Boutros Khalil Andrea Lodi Christopher Morris Petar Velickovic AI4CE 37 352 0 18 Feb 2021
LambdaNetworks: Modeling Long-Range Interactions Without Attention Irwan Bello 281 179 0 17 Feb 2021
A Survey of Machine Learning for Computer Architecture and Systems Nan Wu Yuan Xie AI4TS AI4CE 25 145 0 16 Feb 2021
GradPIM: A Practical Processing-in-DRAM Architecture for Gradient Descent Heesu Kim Hanmin Park Taehyun Kim Kwanheum Cho Eojin Lee Soojung Ryu Hyuk-Jae Lee Kiyoung Choi Jinho Lee 24 36 0 15 Feb 2021
CrossLight: A Cross-Layer Optimized Silicon Photonic Neural Network Accelerator Febin P. Sunny Asif Mirza Mahdi Nikdast S. Pasricha 11 70 0 13 Feb 2021
Discovery of Options via Meta-Learned Subgoals Vivek Veeriah Tom Zahavy Matteo Hessel Zhongwen Xu Junhyuk Oh Iurii Kemaev H. V. Hasselt David Silver Satinder Singh 29 33 0 12 Feb 2021
A Large Batch Optimizer Reality Check: Traditional, Generic Optimizers Suffice Across Batch Sizes Zachary Nado Justin M. Gilmer Christopher J. Shallue Rohan Anil George E. Dahl ODL 30 27 0 12 Feb 2021
Temporal Parallelization of Inference in Hidden Markov Models S. S. Hassan Simo Särkkä Á. F. García-Fernández TPM 11 12 0 10 Feb 2021
Searching for Fast Model Families on Datacenter Accelerators Sheng Li Mingxing Tan Ruoming Pang Andrew Li Liqun Cheng Quoc V. Le N. Jouppi 44 34 0 10 Feb 2021
Colorization Transformer Manoj Kumar Dirk Weissenborn Nal Kalchbrenner ViT 232 158 0 08 Feb 2021
Horizontally Fused Training Array: An Effective Hardware Utilization Squeezer for Training Novel Deep Learning Models Shang Wang Peiming Yang Yuxuan Zheng Xuelong Li Gennady Pekhimenko 16 22 0 03 Feb 2021
Llama: A Heterogeneous & Serverless Framework for Auto-Tuning Video Analytics Pipelines Francisco Romero Mark Zhao N. Yadwadkar Christos Kozyrakis 35 101 0 03 Feb 2021
Truly Sparse Neural Networks at Scale Selima Curci Decebal Constantin Mocanu Mykola Pechenizkiy 45 19 0 02 Feb 2021
A Runtime-Based Computational Performance Predictor for Deep Neural Network Training Geoffrey X. Yu Yubo Gao P. Golikov Gennady Pekhimenko 3DH 36 67 0 31 Jan 2021
Parallel Iterated Extended and Sigma-point Kalman Smoothers F. Yaghoobi Adrien Corenflos Sakira Hassan Simo Särkkä 17 13 0 31 Jan 2021
A Competitive Edge: Can FPGAs Beat GPUs at DCNN Inference Acceleration in Resource-Limited Edge Computing Applications? Ian Colbert Jake Daly Ken Kreutz-Delgado Srinjoy Das 20 13 0 30 Jan 2021
Rethinking Floating Point Overheads for Mixed Precision DNN Accelerators Hamzah Abdel-Aziz Ali Shafiee J. Shin A. Pedram Joseph Hassoun MQ 42 10 0 27 Jan 2021
TT-Rec: Tensor Train Compression for Deep Learning Recommendation Models Chunxing Yin Bilge Acun Xing Liu Carole-Jean Wu 50 103 0 25 Jan 2021
AdderNet and its Minimalist Hardware Design for Energy-Efficient Artificial Intelligence Yunhe Wang Mingqiang Huang Kai Han Hanting Chen Wei Zhang Chunjing Xu Dacheng Tao 53 34 0 25 Jan 2021
Pruning and Quantization for Deep Neural Network Acceleration: A Survey Tailin Liang C. Glossner Lei Wang Shaobo Shi Xiaotong Zhang MQ 150 678 0 24 Jan 2021
MinConvNets: A new class of multiplication-less Neural Networks Xuecan Yang S. Chaudhuri Laurence Likforman L. Naviner 19 0 0 23 Jan 2021
Direct Spatial Implementation of Sparse Matrix Multipliers for Reservoir Computing Matthew Denton H. Schmit 13 2 0 21 Jan 2021
Clairvoyant Prefetching for Distributed Machine Learning I/O Nikoli Dryden Roman Böhringer Tal Ben-Nun Torsten Hoefler 36 57 0 21 Jan 2021
Accelerating Deep Learning Inference via Learned Caches Arjun Balasubramanian Adarsh Kumar Yuhan Liu Han Cao Shivaram Venkataraman Aditya Akella 28 18 0 18 Jan 2021
NNStreamer: Efficient and Agile Development of On-Device AI Systems MyungJoo Ham Jijoong Moon Geunsik Lim Jaeyun Jung Hyoungjoo Ahn ... Parichay Kapoor Dongju Chae Gichan Jang Y. Ahn Jihoon Lee 28 6 0 16 Jan 2021
STENCIL-NET: Data-driven solution-adaptive discretization of partial differential equations Suryanarayana Maddu D. Sturm B. Cheeseman Christian L. Müller I. Sbalzarini 32 8 0 15 Jan 2021
Self-Adaptive Reconfigurable Arrays (SARA): Using ML to Assist Scaling GEMM Acceleration A. Samajdar Michael Pellauer T. Krishna 22 4 0 12 Jan 2021
TensorX: Extensible API for Neural Network Model Design and Deployment Davide Nunes Luis M. Antunes 17 0 0 29 Dec 2020
SimBricks: End-to-End Network System Evaluation with Modular Simulation Hejing Li Jialin Li Antoine Kaufmann 9 20 0 28 Dec 2020
Assured RL: Reinforcement Learning with Almost Sure Constraints Agustin Castellano J. Bazerque Enrique Mallada 16 1 0 24 Dec 2020
AutonoML: Towards an Integrated Framework for Autonomous Machine Learning D. Kedziora Katarzyna Musial Bogdan Gabrys 30 16 0 23 Dec 2020
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead Maurizio Capra Beatrice Bussolino Alberto Marchisio Guido Masera Maurizio Martina Mohamed Bennai BDL 64 140 0 21 Dec 2020
SpAtten: Efficient Sparse Attention Architecture with Cascade Token and Head Pruning Hanrui Wang Zhekai Zhang Song Han 48 380 0 17 Dec 2020
$Real-time Multi-Task Diffractive Deep Neural Networks via Hardware-Software Co-design$ Real-time Multi-Task Diffractive Deep Neural Networks via Hardware-Software Co-design Yingjie Li Ruiyang Chen B. S. Rodriguez Weilu Gao Cunxi Yu 35 4 0 16 Dec 2020
A hybrid quantum-classical neural network with deep residual learning Yanying Liang Wei Peng Zhu-Jun Zheng Olli Silvén Guoying Zhao 28 45 0 14 Dec 2020
Neighbors From Hell: Voltage Attacks Against Deep Learning Accelerators on Multi-Tenant FPGAs Andrew Boutros Mathew Hall Nicolas Papernot Vaughn Betz 19 38 0 14 Dec 2020
Less Is More: Improved RNN-T Decoding Using Limited Label Context and Path Merging Rohit Prabhavalkar Yanzhang He David Rybach S. Campbell A. Narayanan Trevor Strohman Tara N. Sainath 52 35 0 12 Dec 2020
Hardware Beyond Backpropagation: a Photonic Co-Processor for Direct Feedback Alignment Julien Launay Iacopo Poli Kilian Muller Gustave Pariente I. Carron L. Daudet Florent Krzakala S. Gigan MoE 20 18 0 11 Dec 2020
Imitating Interactive Intelligence Josh Abramson Arun Ahuja Iain Barr Arthur Brussee Federico Carnevale ... Greg Wayne Duncan Williams Nathaniel Wong Chen Yan Rui Zhu LM&Ro 24 71 0 10 Dec 2020
The Why, What and How of Artificial General Intelligence Chip Development Alex P. James 27 20 0 08 Dec 2020
Real-Time Formal Verification of Autonomous Systems With An FPGA Minh Bui Michael Lu Reza Hojabr Mo Chen Arrvindh Shriraman 9 4 0 07 Dec 2020
Monadic Pavlovian associative learning in a backpropagation-free photonic network James Y. S. Tan Zengguang Cheng J. Feldmann Xuan Li Nathan Youngblood U. E. Ali David Wright W. Pernice H. Bhaskaran 21 13 0 30 Nov 2020
EdgeBERT: Sentence-Level Energy Optimizations for Latency-Aware Multi-Task NLP Inference Thierry Tambe Coleman Hooper Lillian Pentecost Tianyu Jia En-Yu Yang ... Victor Sanh P. Whatmough Alexander M. Rush David Brooks Gu-Yeon Wei 20 117 0 28 Nov 2020
Ax-BxP: Approximate Blocked Computation for Precision-Reconfigurable Deep Neural Network Acceleration Reena Elangovan Shubham Jain A. Raghunathan 17 7 0 25 Nov 2020
Bringing AI To Edge: From Deep Learning's Perspective Di Liu Hao Kong Xiangzhong Luo Weichen Liu Ravi Subramaniam 54 116 0 25 Nov 2020
End-to-End Framework for Efficient Deep Learning Using Metasurfaces Optics Carlos Mauricio Villegas Burgos Tianqi Yang Nick Vamivakas Yuhao Zhu 22 0 0 23 Nov 2020