Title
Composing Distributed Computations Through Task and Kernel Fusion Rohan Yadav S. Sundram Wonchan Lee Michael Garland Michael Bauer Alex Aiken Fredrik Kjolstad 35 1 0 26 Jun 2024
Torchtree: flexible phylogenetic model development and inference using PyTorch Mathieu Fourment Matthew Macaulay Christiaan J. Swanepoel Xiang Ji M. Suchard Frederick A Matsen IV BDL 29 0 0 26 Jun 2024
GraphPipe: Improving Performance and Scalability of DNN Training with Graph Pipeline Parallelism Byungsoo Jeon Mengdi Wu Shiyi Cao Sunghyun Kim Sunghyun Park ... Xupeng Miao Mohammad Alizadeh G. R. Ganger Tianqi Chen Zhihao Jia GNN AI4CE 53 5 0 24 Jun 2024
A Tale of Two Paths: Toward a Hybrid Data Plane for Efficient Far-Memory Applications Lei Chen Shi Liu Chenxi Wang Haoran Ma Yifan Qiao ... Youyou Lu Xiaobing Feng Huimin Cui Shan Lu Harry Xu 21 2 0 23 Jun 2024
Fast Tree-Field Integrators: From Low Displacement Rank to Topological Transformers Krzysztof Choromanski Arijit Sehanobish Somnath Basu Roy Chowdhury Han Lin Avinava Dubey Tamás Sarlós Snigdha Chaturvedi AI4CE 20 0 0 22 Jun 2024
Younger: The First Dataset for Artificial Intelligence-Generated Neural Network Architecture Zhengxin Yang Wanling Gao Luzhou Peng Yunyou Huang Fei Tang Jianfeng Zhan 31 0 0 20 Jun 2024
Optimal Kernel Orchestration for Tensor Programs with Korch Muyan Hu Ashwin Venkatram Shreyashri Biswas Balamurugan Marimuthu Bohan Hou Gabriele Oliaro Haojie Wang Liyan Zheng Xupeng Miao Jidong Zhai 117 4 0 13 Jun 2024
Optimizing Large Model Training through Overlapped Activation Recomputation Ping Chen Wenjie Zhang Shuibing He Yingjie Gu Zhuwei Peng ... Yi Zheng Zhefeng Wang Yanlong Yin Gang Chen Gang Chen 35 5 0 13 Jun 2024
On Security Weaknesses and Vulnerabilities in Deep Learning Systems Zhongzheng Lai Huaming Chen Ruoxi Sun Yu Zhang Minhui Xue Dong Yuan AAML 41 2 0 12 Jun 2024
Enhancing Differential Testing With LLMs For Testing Deep Learning Libraries Meiziniu Li Dongze Li Jianmeng Liu Jialun Cao Yongqiang Tian S. Cheung 44 1 0 12 Jun 2024
TextGrad: Automatic "Differentiation" via Text Mert Yuksekgonul Federico Bianchi Joseph Boen Sheng Liu Zhi Huang Carlos Guestrin James Zou LLMAG OOD AI4CE 44 32 0 11 Jun 2024
Expressive Power of Graph Neural Networks for (Mixed-Integer) Quadratic Programs Ziang Chen Xiaohan Chen Jialin Liu Xinshang Wang Wotao Yin 43 4 0 09 Jun 2024
Exploring Real World Map Change Generalization of Prior-Informed HD Map Prediction Models Samuel M. Bateman Ning Xu H. C. Zhao Yael Ben Shalom Vince Gong Greg Long Will Maddern 38 4 0 04 Jun 2024
Physics-Informed Neural Networks for Dynamic Process Operations with Limited Physical Knowledge and Data M. Velioglu Song Zhai Sophia Rupprecht Alexander Mitsos Andreas Jupke Manuel Dahmen PINN AI4CE 44 4 0 03 Jun 2024
Asynchronous Byzantine Federated Learning Bart Cox Abele Malan Lydia Y. Chen Jérémie Decouchant 42 1 0 03 Jun 2024
Communication-Efficient Distributed Deep Learning via Federated Dynamic Averaging Michail Theologitis Georgios Frangias Georgios Anestis V. Samoladas Antonios Deligiannakis FedML 32 0 0 31 May 2024
Investigating and unmasking feature-level vulnerabilities of CNNs to adversarial perturbations Davide Coppola Hwee Kuan Lee AAML 58 0 0 31 May 2024
Parrot: Efficient Serving of LLM-based Applications with Semantic Variable Chaofan Lin Zhenhua Han Chengruidong Zhang Yuqing Yang Fan Yang Chen Chen Lili Qiu 79 38 0 30 May 2024
Full-Stack Allreduce on Multi-Rail Networks Enda Yu Dezun Dong Xiangke Liao GNN 21 0 0 28 May 2024
A Retrospective of the Tutorial on Opportunities and Challenges of Online Deep Learning Cedric Kulbach Lucas Cazzonelli Hoang-Anh Ngo Minh-Huong Le Nguyen Albert Bifet 21 2 0 27 May 2024
Scorch: A Library for Sparse Deep Learning Bobby Yan Alexander J. Root Trevor Gale David Broman Fredrik Kjolstad 30 0 0 27 May 2024
Graph neural networks with configuration cross-attention for tensor compilers Dmitrii Khizbullin Eduardo Rocha de Andrade Thanh Hau Nguyen Matheus Pedroza Ferreira David R. Pugh GNN 26 0 0 26 May 2024
GPU Implementations for Midsize Integer Addition and Multiplication C. Oancea Stephen M. Watt 16 0 0 23 May 2024
Unleashing the Power of Unlabeled Data: A Self-supervised Learning Framework for Cyber Attack Detection in Smart Grids Hanyu Zeng Pengfei Zhou Xin Lou Zhen Wei Ng D. K. Yau Marianne Winslett 19 0 0 22 May 2024
Continuous Sign Language Recognition with Adapted Conformer via Unsupervised Pretraining Neena Aloysius M. Geetha Prema Nedungadi SLR 19 2 0 20 May 2024
CoVScreen: Pitfalls and recommendations for screening COVID-19 using Chest X-rays Sonit Singh 28 1 0 13 May 2024
BoQ: A Place is Worth a Bag of Learnable Queries A. Ali-bey B. Chaib-draa Philippe Giguère 40 17 0 12 May 2024
Challenging Machine Learning Algorithms in Predicting Vulnerable JavaScript Functions Rudolf Ferenc Péter Hegedüs Péter Gyimesi Gábor Antal Dénes Bán T. Gyimóthy 24 28 0 12 May 2024
Scalable Learning of Segment-Level Traffic Congestion Functions Shushman Choudhury Abdul Rahman Kreidieh Iveel Tsogsuren Neha Arora Carolina Osorio Alexandre M. Bayen 23 0 0 09 May 2024
Transformer Architecture for NetsDB Subodh Kamble Kunal Sunil Kasodekar AI4CE 20 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 22 1 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 46 10 0 06 May 2024
FOBNN: Fast Oblivious Binarized Neural Network Inference Xin Chen Zhili Chen Benchang Dong Shiwen Wei Lin Chen Daojing He FedML 19 2 0 06 May 2024
BetterNet: An Efficient CNN Architecture with Residual Learning and Attention for Precision Polyp Segmentation Owen Singh S. S. Sengar 27 1 0 05 May 2024
DiffusionPipe: Training Large Diffusion Models with Efficient Pipelines Ye Tian Zhen Jia Ziyue Luo Yida Wang Chuan Wu AI4CE 23 2 0 02 May 2024
One-Shot Image Restoration Deborah Pereg SupR 29 1 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 31 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 22 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 29 4 0 20 Apr 2024
Computer-Aided Diagnosis of Thoracic Diseases in Chest X-rays using hybrid CNN-Transformer Architecture Sonit Singh MedIm ViT 27 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 24 7 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 40 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 23 3 0 17 Apr 2024
Optimal Kernel Tuning Parameter Prediction using Deep Sequence Models Khawir Mahmood Jehandad Khan Hammad Afzal 19 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 38 0 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 32 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 42 0 0 15 Apr 2024
Bullion: A Column Store for Machine Learning Gang Liao Ye Liu Jianjun Chen Daniel J. Abadi 32 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 31 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 31 6 0 09 Apr 2024