Title
Transformer Architecture for NetsDB Subodh Kamble Kunal Sunil Kasodekar AI4CE 40 0 0 08 May 2024
When Foresight Pruning Meets Zeroth-Order Optimization: Efficient Federated Learning for Low-Memory Devices Peng Zhang Yingjie Liu Yingbo Zhou Xiao Du Xian Wei Ting Wang Mingsong Chen FedML 49 2 0 08 May 2024
Direct Training High-Performance Deep Spiking Neural Networks: A Review of Theories and Methods Chenlin Zhou Han Zhang Liutao Yu Yumin Ye Zhaokun Zhou Liwei Huang Zhengyu Ma Xiaopeng Fan Huihui Zhou Yonghong Tian 116 14 0 06 May 2024
FOBNN: Fast Oblivious Binarized Neural Network Inference Xin Chen Zhili Chen Benchang Dong Shiwen Wei Lin Chen Daojing He FedML 51 2 0 06 May 2024
BetterNet: An Efficient CNN Architecture with Residual Learning and Attention for Precision Polyp Segmentation Owen Singh S. S. Sengar 43 3 0 05 May 2024
DiffusionPipe: Training Large Diffusion Models with Efficient Pipelines Ye Tian Zhen Jia Ziyue Luo Yida Wang Chuan Wu AI4CE 48 4 0 02 May 2024
One-Shot Image Restoration Deborah Pereg SupR 111 2 0 26 Apr 2024
Identifying phase transitions in physical systems with neural networks: a neural architecture search perspective R. C. Terin Z. G. Arenas Roberto Santana 62 1 0 23 Apr 2024
EncodeNet: A Framework for Boosting DNN Accuracy with Entropy-driven Generalized Converting Autoencoder Hasanul Mahmud Kevin Desai P. Lama Sushil Prasad 85 0 0 21 Apr 2024
Social Media Use is Predictable from App Sequences: Using LSTM and Transformer Neural Networks to Model Habitual Behavior Heinrich Peters Joseph B. Bayer S. C. Matz Yikun Chi S. Vaid Gabriella M. Harari 88 4 0 20 Apr 2024
Computer-Aided Diagnosis of Thoracic Diseases in Chest X-rays using hybrid CNN-Transformer Architecture Sonit Singh MedIm ViT 53 1 0 18 Apr 2024
How Do Recommendation Models Amplify Popularity Bias? An Analysis from the Spectral Perspective Siyi Lin Chongming Gao Jiawei Chen Sheng Zhou Binbin Hu Yan Feng Chun-Yen Chen Can Wang 171 8 0 18 Apr 2024
End-to-End Mesh Optimization of a Hybrid Deep Learning Black-Box PDE Solver Shaocong Ma James Diffenderfer B. Kailkhura Yi Zhou AI4CE 118 0 0 17 Apr 2024
Accelerating Geo-distributed Machine Learning with Network-Aware Adaptive Tree and Auxiliary Route Zonghang Li Wenjiao Feng Weibo Cai Hong-Fang Yu Long Luo Gang Sun Hongyang Du Dusit Niyato 48 5 0 17 Apr 2024
Optimal Kernel Tuning Parameter Prediction using Deep Sequence Models Khawir Mahmood Jehandad Khan Hammad Afzal 47 0 0 15 Apr 2024
Scenario-Adaptive Fine-Grained Personalization Network: Tailoring User Behavior Representation to the Scenario Context Moyu Zhang Yong Tang Jinxin Hu Yu Zhang AI4TS 93 1 0 15 Apr 2024
AntDT: A Self-Adaptive Distributed Training Framework for Leader and Straggler Nodes Youshao Xiao Lin Ju Zhenglei Zhou Siyuan Li Zhaoxin Huan ... Rujie Jiang Lin Wang Xiaolu Zhang Lei Liang Jun Zhou 59 1 0 15 Apr 2024
On Optimal Server Allocation for Moldable Jobs with Concave Speed-Up Samira Ghanbarian Arpan Mukhopadhyay Ravi R. Mazumdar Fabrice M. Guillemin 65 0 0 15 Apr 2024
Bullion: A Column Store for Machine Learning Gang Liao Ye Liu Jianjun Chen Daniel J. Abadi 77 5 0 13 Apr 2024
ONNXPruner: ONNX-Based General Model Pruning Adapter Dongdong Ren Wenbin Li Tianyu Ding Lei Wang Qi Fan Jing Huo Hongbing Pan Yang Gao 95 3 0 10 Apr 2024
pfl-research: simulation framework for accelerating research in Private Federated Learning Filip Granqvist Congzheng Song Áine Cahill Rogier van Dalen Martin Pelikan Yi Sheng Chan Xiaojun Feng Natarajan Krishnaswami Vojta Jina Mona Chitnis FedML 88 6 0 09 Apr 2024
Deep Learning-Based Out-of-distribution Source Code Data Identification: How Far Have We Gone? Van Nguyen Xingliang Yuan Tingmin Wu Surya Nepal M. Grobler Carsten Rudolph 86 1 0 09 Apr 2024
Lightweight Deep Learning for Resource-Constrained Environments: A Survey Hou-I Liu Marco Galindo Hongxia Xie Lai-Kuan Wong Hong-Han Shuai Yung-Hui Li Wen-Huang Cheng 134 67 0 08 Apr 2024
Weakly Supervised Deep Hyperspherical Quantization for Image Retrieval Jinpeng Wang Bin Chen Qiang Zhang Zaiqiao Meng Shangsong Liang Shutao Xia 74 12 0 07 Apr 2024
GNNBENCH: Fair and Productive Benchmarking for Single-GPU GNN System Yidong Gong Pradeep Kumar GNN 46 4 0 05 Apr 2024
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs Victor J. B. Jung Luca Bompani Moritz Scherer Francesco Conti Luca Benini 117 5 0 03 Apr 2024
A shared compilation stack for distributed-memory parallelism in stencil DSLs George Bisbas Anton Lydike Emilien Bauer Nick M. Brown Mathieu Fehr ... Gabriel Rodriguez-Canal Maurice Jamieson Paul H. J. Kelly Michel Steuwer Tobias Grosser 119 4 0 02 Apr 2024
Multi-Stage Multi-Modal Pre-Training for Automatic Speech Recognition Yash Jain David M. Chan Pranav Dheram Aparna Khare Olabanji Shonibare Venkatesh Ravichandran Shalini Ghosh 75 2 0 28 Mar 2024
Tiny Machine Learning: Progress and Futures Ji Lin Ligeng Zhu Wei-Ming Chen Wei-Chen Wang Song Han 90 60 0 28 Mar 2024
Masked Multi-Domain Network: Multi-Type and Multi-Scenario Conversion Rate Prediction with a Single Model Wentao Ouyang Xiuwu Zhang Chao Guo Shukui Ren Yupei Sui ... Jinmei Luo Yunfeng Chen Dongbo Xu Xiangzheng Liu Yanlong Du 42 3 0 26 Mar 2024
Leveraging Deep Learning and Xception Architecture for High-Accuracy MRI Classification in Alzheimer Diagnosis Shaojie Li Haichen Qu Xinqi Dong Bo Dang Hengyi Zang Yulu Gong 84 11 0 24 Mar 2024
Parcae: Proactive, Liveput-Optimized DNN Training on Preemptible Instances Jiangfei Duan Ziang Song Xupeng Miao Xiaoli Xi Dahua Lin Harry Xu Minjia Zhang Zhihao Jia 79 11 0 21 Mar 2024
Recent Advances in 3D Gaussian Splatting Tong Wu Yu-Jie Yuan Ling-Xiao Zhang Jie Yang Yan-Pei Cao Ling-Qi Yan Lin Gao 3DGS 157 106 0 17 Mar 2024
JaxDecompiler: Redefining Gradient-Informed Software Design Pierrick Pochelu 34 0 0 14 Mar 2024
Moments of Clarity: Streamlining Latent Spaces in Machine Learning using Moment Pooling Rikab Gambhir Athis Osathapan Jesse Thaler 79 3 0 13 Mar 2024
Mondrian: On-Device High-Performance Video Analytics with Compressive Packed Inference Changmin Jeon Seonjun Kim Juheon Yi Youngki Lee 105 1 0 12 Mar 2024
Reconstructions of Jupiter's magnetic field using physics informed neural networks P. Livermore Leyuan Wu Longwei Chen Sjoerd A. L. Ridder 43 1 0 12 Mar 2024
Accelerating Sparse Tensor Decomposition Using Adaptive Linearized Representation Jan Laukemann Ahmed E. Helal S. I. G. Anderson Fabio Checconi Yongseok Soh Jesmin Jahan Tithi Teresa M. Ranadive Brian J Gravelle Fabrizio Petrini Jeewhan Choi 31 1 0 11 Mar 2024
Augmentations vs Algorithms: What Works in Self-Supervised Learning Warren Morningstar Alex Bijamov Chris Duvarney Luke Friedman Neha Kalibhat ... Philip Mansfield Renan A. Rojas-Gomez Karan Singhal Bradley Green Sushant Prakash SSL 77 12 0 08 Mar 2024
Hyperspectral unmixing for Raman spectroscopy via physics-constrained autoencoders Dimitar Georgiev Álvaro Fernández-Galiana Simon Vilms Pedersen Georgios Papadopoulos Ruoxiao Xie Molly M. Stevens Mauricio Barahona 68 6 0 07 Mar 2024
A mechanism-driven reinforcement learning framework for shape optimization of airfoils Jingfeng Wang Guanghui Hu 53 1 0 07 Mar 2024
Quantum Mixed-State Self-Attention Network Fu Chen Qinglin Zhao Li Feng Chuangtao Chen Yangbin Lin Jianhong Lin 93 6 0 05 Mar 2024
PI-AstroDeconv: A Physics-Informed Unsupervised Learning Method for Astronomical Image Deconvolution Shulei Ni Yisheng Qiu Yunchun Chen Zihao Song Hao Chen Xuejian Jiang Huaxi Chen 40 1 0 04 Mar 2024
Shifted Interpolation for Differential Privacy Jinho Bok Weijie Su Jason M. Altschuler 125 9 0 01 Mar 2024
SoD $^2$ : Statically Optimizing Dynamic Deep Neural Network Wei Niu Gagan Agrawal Bin Ren 79 5 0 29 Feb 2024
Using AI libraries for Incompressible Computational Fluid Dynamics Boyang Chen Claire E. Heaney Christopher C. Pain AI4CE 87 5 0 27 Feb 2024
Compass: A Decentralized Scheduler for Latency-Sensitive ML Workflows Yuting Yang Andrea Merlina Weijia Song Tiancheng Yuan Ken Birman Roman Vitenberg 68 0 0 27 Feb 2024
An Innovative Information Theory-based Approach to Tackle and Enhance The Transparency in Phishing Detection Van Nguyen Tingmin Wu Xingliang Yuan M. Grobler Surya Nepal Carsten Rudolph AAML 73 0 0 27 Feb 2024
Domain Embeddings for Generating Complex Descriptions of Concepts in Italian Language Alessandro Maisto 44 0 0 26 Feb 2024
Multimodal Sleep Apnea Detection with Missing or Noisy Modalities Hamed Fayyaz Abigail Strang N. S. D'Souza Rahmatollah Beheshti 72 0 0 24 Feb 2024