Title
Slapo: A Schedule Language for Progressive Optimization of Large Deep Learning Model Training Hongzheng Chen Cody Hao Yu Shuai Zheng Zhen Zhang Zhiru Zhang Yida Wang 33 6 0 16 Feb 2023
Frameworks for SNNs: a Review of Data Science-oriented Software and an Expansion of SpykeTorch D. L. Manna Alex Vicente-Sola Paul Kirkland Trevor Bihl G. D. Caterina 32 8 0 15 Feb 2023
The Geometry of Neural Nets' Parameter Spaces Under Reparametrization Agustinus Kristiadi Felix Dangel Philipp Hennig 37 11 0 14 Feb 2023
PADLL: Taming Metadata-intensive HPC Jobs Through Dynamic, Application-agnostic QoS Control Ricardo Macedo Mariana Miranda Y. Tanimura J. Haga Amit Ruhela Stephen Lien Harrell R. T. Evans J. Pereira J. Paulo 17 5 0 13 Feb 2023
SWIFT: Expedited Failure Recovery for Large-scale DNN Training Keon Jang Hassan M. G. Wassel Behnam Montazeri Michael Ryan David Wetherall 35 8 0 13 Feb 2023
Expediting Distributed DNN Training with Device Topology-Aware Graph Deployment Shiwei Zhang Xiaodong Yi Lansong Diao Chuan Wu Siyu Wang W. Lin GNN 22 5 0 13 Feb 2023
CCDN: Checkerboard Corner Detection Network for Robust Camera Calibration Ben Chen C. Xiong Qi Zhang 19 18 0 10 Feb 2023
Mixed formulation of physics-informed neural networks for thermo-mechanically coupled systems and heterogeneous domains Ali Harandi Ahmad Moeineddin Michael Kaliske Stefanie Reese Shahed Rezaei AI4CE PINN 27 42 0 09 Feb 2023
Nerfstudio: A Modular Framework for Neural Radiance Field Development Matthew Tancik Ethan Weber Evonne Ng Ruilong Li Brent Yi ... Jake Austin Kamyar Salahi Abhik Ahuja David McAllister Angjoo Kanazawa 81 610 0 08 Feb 2023
Unsupervised Seismic Footprint Removal With Physical Prior Augmented Deep Autoencoder Feng Qian Yuehua Yue Yu He Hongtao Yu Yingjie Zhou Jinliang Tang Guang Hu 18 18 0 08 Feb 2023
ED-Batch: Efficient Automatic Batching of Dynamic Neural Networks via Learned Finite State Machines Siyuan Chen Pratik Fegade Tianqi Chen Phillip B. Gibbons T. Mowry 16 0 0 08 Feb 2023
HyperSLICE: HyperBand optimized Spiral for Low-latency Interactive Cardiac Examination Oliver Jaubert Javier Montalt-Tordera Dan Knight Simon Arridge J. Steeden V. Muthurangu 30 7 0 06 Feb 2023
PAseos Simulates the Environment for Operating multiple Spacecraft Pablo Gómez Johan Ostman V. M. Shreenath Gabriele Meoni 28 5 0 06 Feb 2023
$z$ -SignFedAvg: A Unified Stochastic Sign-based Compression for Federated Learning Zhiwei Tang Yanmeng Wang Tsung-Hui Chang FedML 32 14 0 06 Feb 2023
Towards energy-efficient Deep Learning: An overview of energy-efficient approaches along the Deep Learning Lifecycle Vanessa Mehlin Sigurd Schacht Carsten Lanquillon HAI MedIm 33 19 0 05 Feb 2023
NeuRI: Diversifying DNN Generation via Inductive Rule Inference Jiawei Liu Jinjun Peng Yuyao Wang Lingming Zhang AI4CE 31 14 0 04 Feb 2023
Detecting Security Patches via Behavioral Data in Code Repositories Nitzan Farhi Noam Koenigstein Y. Shavitt 33 1 0 04 Feb 2023
GRANDE: a neural model over directed multigraphs with application to anti-money laundering Ruofan Wu Boqun Ma Hong Jin Wenlong Zhao Weiqiang Wang Tianyi Zhang 27 1 0 04 Feb 2023
Deep Reinforcement Learning for Traffic Light Control in Intelligent Transportation Systems Xiao-Yang Liu Ming Zhu S. Borst A. Elwalid 42 8 0 04 Feb 2023
PyGlove: Efficiently Exchanging ML Ideas as Code Daiyi Peng Xuanyi Dong Esteban Real Yifeng Lu Quoc V. Le 16 0 0 03 Feb 2023
FR3D: Three-dimensional Flow Reconstruction and Force Estimation for Unsteady Flows Around Extruded Bluff Bodies via Conformal Mapping Aided Convolutional Autoencoders Ali Girayhan Ozbay S. Laizet AI4CE 25 2 0 03 Feb 2023
adSformers: Personalization from Short-Term Sequences and Diversity of Representations in Etsy Ads A. Awad Denisa Roberts Eden Dolev Andrea Heyman Zahra Ebrahimzadeh Zoe Weil Marcin Mejran Vaibhav Malpani Mahir Yavuz 41 6 0 02 Feb 2023
Xenos: Dataflow-Centric Optimization to Accelerate Model Inference on Edge Devices Runhua Zhang Hongxu Jiang Fangzheng Tian Jinkun Geng Xiaobin Li Yuhang Ma Chenhui Zhu Dong Dong Li Xin Haojie Wang 25 4 0 01 Feb 2023
Learning Roles with Emergent Social Value Orientations Wenhao Li Xiangfeng Wang Bo Jin J. Lu H. Zha 26 3 0 31 Jan 2023
CMLCompiler: A Unified Compiler for Classical Machine Learning Xu Wen Wanling Gao An-Dong Li Lei Wang Zihan Jiang Jianfeng Zhan 28 0 0 31 Jan 2023
Learning to Solve Integer Linear Programs with Davis-Yin Splitting Daniel McKenzie Samy Wu Fung Howard Heaton 50 4 0 31 Jan 2023
On the Correctness of Automatic Differentiation for Neural Networks with Machine-Representable Parameters Wonyeol Lee Sejun Park A. Aiken PINN 21 6 0 31 Jan 2023
Operator Fusion in XLA: Analysis and Evaluation Danielle Snider Ruofan Liang 24 4 0 30 Jan 2023
Deep networks for system identification: a Survey G. Pillonetto Aleksandr Aravkin Daniel Gedon L. Ljung Antônio H. Ribeiro Thomas B. Schon OOD 42 37 0 30 Jan 2023
Reduced-Order Autodifferentiable Ensemble Kalman Filters Yuming Chen D. Sanz-Alonso Rebecca Willett 46 8 0 27 Jan 2023
Light-Weight Pointcloud Representation with Sparse Gaussian Process Mahmoud Ali Lantao Liu 19 7 0 26 Jan 2023
Towards Robust Metrics for Concept Representation Evaluation M. Zarlenga Pietro Barbiero Z. Shams Dmitry Kazhdan Umang Bhatt Adrian Weller M. Jamnik 26 24 0 25 Jan 2023
Differentiable Forward Kinematics for TensorFlow 2 Lukas Mölschl Jakob J. Hollenstein J. Piater 30 0 0 24 Jan 2023
A two stages Deep Learning Architecture for Model Reduction of Parametric Time-Dependent Problems Isabella Carla Gonnella M. Hess G. Stabile G. Rozza AI4CE 37 2 0 24 Jan 2023
A Stability Analysis of Fine-Tuning a Pre-Trained Model Z. Fu Anthony Man-Cho So Nigel Collier 28 3 0 24 Jan 2023
SMDDH: Singleton Mention detection using Deep Learning in Hindi Text K. Lata Pardeep Singh Kamlesh Dutta 39 1 0 23 Jan 2023
The Backpropagation algorithm for a math student S. Damadi Golnaz Moharrer Mostafa Cham 18 3 0 22 Jan 2023
Tensor Networks Meet Neural Networks: A Survey and Future Perspectives Maolin Wang Yu Pan Zenglin Xu Xiangli Yang Guangxi Li A. Cichocki Andrzej Cichocki 61 19 0 22 Jan 2023
SuperScaler: Supporting Flexible DNN Parallelization via a Unified Abstraction Zhiqi Lin Youshan Miao Guodong Liu Xiaoxiang Shi Quanlu Zhang ... Xu Cao Cheng-Wu Li Mao Yang Lintao Zhang Lidong Zhou 26 6 0 21 Jan 2023
Massively Parallel Genetic Optimization through Asynchronous Propagation of Populations Oskar Taubert Marie Weiel D. Coquelin Anis Farshian Charlotte Debus A. Schug Achim Streit Markus Gotz 23 8 0 20 Jan 2023
Baechi: Fast Device Placement of Machine Learning Graphs Beomyeol Jeon L. Cai Chirag Shetty P. Srivastava Jintao Jiang Xiaolan Ke Yitao Meng Cong Xie Indranil Gupta GNN 26 18 0 20 Jan 2023
Accelerating and Compressing Deep Neural Networks for Massive MIMO CSI Feedback O. Erak H. Abou-zeid 55 5 0 20 Jan 2023
Promises and pitfalls of deep neural networks in neuroimaging-based psychiatric research Fabian Eitel Marc-Andre Schulz Moritz Seiler Henrik Walter K. Ritter AI4CE 24 42 0 20 Jan 2023
Federated Automatic Differentiation Keith Rush Zachary B. Charles Zachary Garrett FedML 39 1 0 18 Jan 2023
Beating the Best: Improving on AlphaFold2 at Protein Structure Prediction A. Abdel-Rehim Oghenejokpeme I. Orhobor Hang Lou Hao Ni R. King 16 2 0 18 Jan 2023
$EvoAAA: An evolutionary methodology for automated \neural autoencoder architecture search$ EvoAAA: An evolutionary methodology for automated \neural autoencoder architecture search F. Charte Antonio J. Rivera F. Martínez M. J. D. Jesus 21 13 0 15 Jan 2023
Why is the State of Neural Network Pruning so Confusing? On the Fairness, Comparison Setup, and Trainability in Network Pruning Huan Wang Can Qin Yue Bai Yun Fu 39 20 0 12 Jan 2023
Reaching the Edge of the Edge: Image Analysis in Space R. Bayer Julian Priest Pınar Tözün 43 5 0 12 Jan 2023
Blockchain For Mobile Health Applications: Acceleration With GPU Computing G. Drakopoulos Michael Marountas Xenophon Liapakis Giannis Tzimas Phivos Mylonas S. Sioutas 16 2 0 11 Jan 2023
BINN: A deep learning approach for computational mechanics problems based on boundary integral equations Jia Sun Yinghua Liu Yizheng Wang Z. Yao Xiao-ping Zheng PINN AI4CE 27 23 0 11 Jan 2023