Title
Modern Distributed Data-Parallel Large-Scale Pre-training Strategies For NLP models Haoli Bai MoE 143 5 0 13 Jun 2022
Machine Learning Training on a Real Processing-in-Memory System Juan Gómez Luna Yu-Yin Guo Sylvan Brocard Julien Legriel Remy Cimadomo Geraldo F. Oliveira Gagandeep Singh Onur Mutlu 76 16 0 13 Jun 2022
Stochastic Gradient Descent without Full Data Shuffle Lijie Xu Shuang Qiu Binhang Yuan Jiawei Jiang Cédric Renggli ... Guoliang Li Ji Liu Wentao Wu Jieping Ye Ce Zhang 39 2 0 12 Jun 2022
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Binary Single-dimensional Convolutional Neural Network for Seizure Prediction Shiqi Zhao Jie Yang Yankun Xu Mohamad Sawan 60 29 0 08 Jun 2022
Medical Image Registration via Neural Fields Shanlin Sun Kun Han Hao Tang Deying Kong Junayed Naushad Xiangyi Yan Xiaohui Xie MedIm 85 12 0 07 Jun 2022
Learning with Capsules: A Survey Fabio De Sousa Ribeiro Kevin Duarte Miles Everett Georgios Leontidis M. Shah 3DPC MedIm 113 20 0 06 Jun 2022
Compilation and Optimizations for Efficient Machine Learning on Embedded Systems Xiaofan Zhang Yao Chen Cong Hao Sitao Huang Yuhong Li Deming Chen 78 1 0 06 Jun 2022
ARC - Actor Residual Critic for Adversarial Imitation Learning A. Deka Changliu Liu Katia Sycara 110 5 0 05 Jun 2022
Model-Informed Generative Adversarial Network (MI-GAN) for Learning Optimal Power Flow Yuxuan Li Chaoyue Zhao Chenang Liu 69 4 0 04 Jun 2022
Mesh-free Eulerian Physics-Informed Neural Networks F. A. Torres M. Negri Monika Nagy-Huber M. Samarin Volker Roth PINN AI4CE 121 5 0 03 Jun 2022
Biologically-plausible backpropagation through arbitrary timespans via local neuromodulators Yuhan Helena Liu Stephen Smith Stefan Mihalas E. Shea-Brown Uygar Sumbul 65 11 0 02 Jun 2022
A New Security Boundary of Component Differentially Challenged XOR PUFs Against Machine Learning Modeling Attacks Gaoxiang Li Khalid T. Mursi Ahmad O. Aseeri M. S. Alkatheiri Yu Zhuang 20 8 0 02 Jun 2022
Rashomon Capacity: A Metric for Predictive Multiplicity in Classification Hsiang Hsu Flavio du Pin Calmon 74 40 0 02 Jun 2022
Beyond accuracy: generalization properties of bio-plausible temporal credit assignment rules Yuhan Helena Liu Arna Ghosh Blake A. Richards E. Shea-Brown Guillaume Lajoie 96 10 0 02 Jun 2022
Good Intentions: Adaptive Parameter Management via Intent Signaling Alexander Renz-Wieland Andreas Kieslinger R. Gericke Rainer Gemulla Zoi Kaoudi Volker Markl 81 1 0 01 Jun 2022
On the complexity of nonsmooth automatic differentiation Jérôme Bolte Ryan Boustany Edouard Pauwels B. Pesquet-Popescu 59 2 0 01 Jun 2022
End-to-end Optimization of Machine Learning Prediction Queries Kwanghyun Park Karla Saur Dalitso Banda Rathijit Sen Matteo Interlandi Konstantinos Karanasos 118 46 0 31 May 2022
A Meta Reinforcement Learning Approach for Predictive Autoscaling in the Cloud Siqiao Xue Chao Qu Xiaoming Shi Cong Liao Shiyi Zhu ... Yun Hu Lei Lei Yang Zheng Jianguo Li James Y. Zhang 121 41 0 31 May 2022
Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasks Luke Taylor Andrew J. King N. Harper AAML 59 9 0 30 May 2022
PSNet: Fast Data Structuring for Hierarchical Deep Learning on Point Cloud Luyang Li Ligang He Jinjin Gao Xie Han 3DPC 62 20 0 30 May 2022
Easter2.0: Improving convolutional models for handwritten text recognition Kartik Chaudhary Raghav Bali 60 10 0 30 May 2022
Walle: An End-to-End, General-Purpose, and Large-Scale Production System for Device-Cloud Collaborative Machine Learning Chengfei Lv Chaoyue Niu Renjie Gu Xiaotang Jiang Zhaode Wang ... Guohuan Xu Leilei Gan Shaojie Tang Fan Wu Guihai Chen MoE LRM 52 39 0 30 May 2022
Machine Learning for Microcontroller-Class Hardware: A Review Swapnil Sayan Saha S. Sandha Mani B. Srivastava 109 125 0 29 May 2022
Additive Higher-Order Factorization Machines David Rügamer 54 3 0 28 May 2022
Efficient-Adam: Communication-Efficient Distributed Adam Congliang Chen Li Shen Wei Liu Zhi-Quan Luo 58 20 0 28 May 2022
ByteComp: Revisiting Gradient Compression in Distributed Training Zhuang Wang Yanghua Peng Yibo Zhu T. Ng 68 2 0 28 May 2022
Cycle Label-Consistent Networks for Unsupervised Domain Adaptation Mei Wang Weihong Deng 49 7 0 27 May 2022
fakeWeather: Adversarial Attacks for Deep Neural Networks Emulating Weather Conditions on the Camera Lens of Autonomous Systems Alberto Marchisio Giovanni Caramia Maurizio Martina Mohamed Bennai AAML 75 8 0 27 May 2022
Privacy of Noisy Stochastic Gradient Descent: More Iterations without More Privacy Loss Jason M. Altschuler Kunal Talwar FedML 146 61 0 27 May 2022
Keywords and Instances: A Hierarchical Contrastive Learning Framework Unifying Hybrid Granularities for Text Generation Li Mingzhe Xiexiong Lin Preslav Nakov Jinxiong Chang Qishen Zhang ... Taifeng Wang Zhongyi Liu Wei Chu Dongyan Zhao Rui Yan 148 12 0 26 May 2022
Factorized Structured Regression for Large-Scale Varying Coefficient Models David Rügamer Andreas Bender S. Wiegrebe Daniel Racek Bernd Bischl Christian L. Müller Clemens Stachl 47 5 0 25 May 2022
Accelerating hydrodynamic simulations of urban drainage systems with physics-guided machine learning Rocco Palmitessa M. Grum A. Engsig-Karup Roland Löwe AI4CE 62 20 0 24 May 2022
Deep Learning Workload Scheduling in GPU Datacenters: Taxonomy, Challenges and Vision Wei Gao Qi Hu Zhisheng Ye Peng Sun Xiaolin Wang Yingwei Luo Tianwei Zhang Yonggang Wen 137 28 0 24 May 2022
A Quadrature Rule combining Control Variates and Adaptive Importance Sampling Rémi Leluc Franccois Portier Johan Segers Aigerim Zhuman 77 2 0 24 May 2022
Learning to Assemble Geometric Shapes Jinhwi Lee Jungtaek Kim H. Chung Jaesik Park Minsu Cho 70 4 0 24 May 2022
Semi-self-supervised Automated ICD Coding Hlynur Davíð Hlynsson S. Ellertsson J. Daðason E. Sigurdsson H. Loftsson 49 2 0 20 May 2022
PaddleSpeech: An Easy-to-Use All-in-One Speech Toolkit Hui Zhang Tian Yuan Junkun Chen Xintong Li Renjie Zheng ... Zeyu Chen Xiaoguang Hu Dianhai Yu Yanjun Ma Liang Huang AuLLM 74 28 0 20 May 2022
Deep Generative Survival Analysis: Nonparametric Estimation of Conditional Survival Function Xing Zhou Wen Su Changyu Liu Yuling Jiao Xingqiu Zhao Jian Huang CML MedIm 65 4 0 19 May 2022
A reproducible experimental survey on biomedical sentence similarity: a string-based method sets the state of the art Alicia Lara-Clares Juan J. Lastra-Díaz A. García-Serrano 53 0 0 18 May 2022
Experimentally realized in situ backpropagation for deep learning in nanophotonic neural networks Sunil Pai Zhanghao Sun Tyler W. Hughes Taewon Park Ben Bartlett ... F. Morichetti A. Melloni S. Fan O. Solgaard David A. B. Miller 73 195 0 17 May 2022
Finite Element Method-enhanced Neural Network for Forward and Inverse Problems R. Meethal B. Obst Mohamed Khalil A. Ghantasala A. Kodakkal K. Bletzinger R. Wüchner AI4CE 66 35 0 17 May 2022
The Effectiveness of Temporal Dependency in Deepfake Video Detection William Rowan Nick E. Pears 36 3 0 13 May 2022
FLAD: Adaptive Federated Learning for DDoS Attack Detection Roberto Doriguzzi-Corin Domenico Siracusa FedML 121 69 0 13 May 2022
Blind Image Inpainting with Sparse Directional Filter Dictionaries for Lightweight CNNs Jenny Schmalfuss Erik Scheurer Hengyuan Zhao Nikolaos Karantzas Andrés Bruhn D. Labate 37 4 0 13 May 2022