Title
The Evolution of Distributed Systems for Graph Neural Networks and their Origin in Graph Processing and Deep Learning: A Survey Jana Vatter R. Mayer Hans-Arno Jacobsen GNN AI4TS AI4CE 48 23 0 23 May 2023
Efficient Large-Scale Visual Representation Learning And Evaluation Eden Dolev A. Awad Denisa Roberts Zahra Ebrahimzadeh Marcin Mejran Vaibhav Malpani Mahir Yavuz 50 0 0 22 May 2023
A Generic Performance Model for Deep Learning in a Distributed Environment Tulasi Kavarakuntla Liangxiu Han H. Lloyd Annabel Latham Anthony Kleerekoper S. Akintoye 44 0 0 19 May 2023
TSGM: A Flexible Framework for Generative Modeling of Synthetic Time Series Alexander Nikitin Letizia Iannucci Samuel Kaski TTA SyDa AI4TS 39 11 0 19 May 2023
Curve Your Enthusiasm: Concurvity Regularization in Differentiable Generalized Additive Models Julien N. Siems Konstantin Ditschuneit Winfried Ripken Alma Lindborg Maximilian Schambach Johannes Otterbach Martin Genzel 34 6 0 19 May 2023
Tinto: Multisensor Benchmark for 3D Hyperspectral Point Cloud Segmentation in the Geosciences Ahmed J. Afifi Samuel T. Thiele Aldino Rizaldy S. Lorenz Pedram Ghamisi R. Tolosana-Delgado M. Kirsch R. Gloaguen M. Heizmann 3DPC 40 9 0 17 May 2023
Privacy Loss of Noisy Stochastic Gradient Descent Might Converge Even for Non-Convex Losses S. Asoodeh Mario Díaz 20 6 0 17 May 2023
Accelerating Communications in Federated Applications with Transparent Object Proxies J. G. Pauloski Valérie Hayot-Sasson Logan T. Ward Nathaniel Hudson Charlie Sabino Matt Baughman Kyle Chard Ian Foster 54 12 0 16 May 2023
GIFT: Graph-Induced Fine-Tuning for Multi-Party Conversation Understanding Jia-Chen Gu Zhen-Hua Ling Quan Liu Cong Liu Guoping Hu 22 8 0 16 May 2023
Transactional Python for Durable Machine Learning: Vision, Challenges, and Feasibility Supawit Chockchowwat Zhaoheng Li Yongjoo Park 21 3 0 15 May 2023
Trillion Dollar Words: A New Financial Dataset, Task & Market Analysis Agam Shah Suvan Paturi Sudheer Chava AIFin 16 46 0 13 May 2023
AMULET: Adaptive Matrix-Multiplication-Like Tasks Junyoung Kim Kenneth Ross Eric Sedlar Lukas Stadler 13 1 0 12 May 2023
COLA: Characterizing and Optimizing the Tail Latency for Safe Level-4 Autonomous Vehicle Systems Haolan Liu Zixuan Wang Jishen Zhao 38 1 0 11 May 2023
Physics-Informed Neural Networks for Discovering Localised Eigenstates in Disordered Media Liam Harcombe Quanling Deng 29 6 0 11 May 2023
Optimizing Memory Mapping Using Deep Reinforcement Learning Pengming Wang Mikita Sazanovich Berkin Ilbeyi P. Phothilimthana Manish Purohit ... R. Tung Paula Kurylowicz Kieran Milan Oriol Vinyals D. Mankowitz 22 4 0 11 May 2023
A Neural Emulator for Uncertainty Estimation of Fire Propagation Andrew Bolt Conrad Sanderson J. Dabrowski C. Huston Petra Kuhnert 35 3 0 10 May 2023
Technical Understanding from IML Hands-on Experience: A Study through a Public Event for Science Museum Visitors Wataru Kawabe Yuri Nakao Akihisa Shitara Yusuke Sugano 39 1 0 10 May 2023
A Systematic Literature Review on Hardware Reliability Assessment Methods for Deep Neural Networks Mohammad Hasan Ahmadilivani Mahdi Taheri J. Raik Masoud Daneshtalab M. Jenihhin 48 27 0 09 May 2023
Physics-informed neural network for seismic wave inversion in layered semi-infinite domain Pu Ren Chengping Rao Haoqin Sun Yang Liu PINN 37 5 0 09 May 2023
Flame: Simplifying Topology Extension in Federated Learning Harshit Daga Jae-Kwang Shin D. Garg Ada Gavrilovska Myungjin Lee Ramana Rao Kompella AI4CE 39 10 0 09 May 2023
Provable Identifiability of Two-Layer ReLU Neural Networks via LASSO Regularization Geng Li G. Wang Jie Ding 39 3 0 07 May 2023
A Generative Modeling Framework for Inferring Families of Biomechanical Constitutive Laws in Data-Sparse Regimes Minglang Yin Zongren Zou Enrui Zhang C. Cavinato J. Humphrey George Karniadakis SyDa MedIm AI4CE 53 11 0 04 May 2023
SuperNOVA: Design Strategies and Opportunities for Interactive Visualization in Computational Notebooks Zijie J. Wang David Munechika Seongmin Lee Duen Horng Chau 47 9 0 04 May 2023
Enhanced Multi-level Features for Very High Resolution Remote Sensing Scene Classification C. Sitaula K. Sumesh Jagannath Aryal 14 19 0 01 May 2023
Impact of Deep Learning Libraries on Online Adaptive Lightweight Time Series Anomaly Detection Ming-Chang Lee Jia-Chun Lin AI4TS 22 2 0 30 Apr 2023
X-RLflow: Graph Reinforcement Learning for Neural Network Subgraphs Transformation Guoliang He Sean Parker Eiko Yoneki 32 2 0 28 Apr 2023
Low-field magnetic resonance image enhancement via stochastic image quality transfer Hongxiang Lin Matteo Figini F. D’Arco G. Ogbole Ryutaro Tanno ... D. Carmichael I. Lagunju J. Cross D. Fernández-Reyes Daniel C. Alexander 37 20 0 26 Apr 2023
What Causes Exceptions in Machine Learning Applications? Mining Machine Learning-Related Stack Traces on Stack Overflow Amin Ghadesi Maxime Lamothe Heng Li 29 1 0 25 Apr 2023
Incorporating Experts' Judgment into Machine Learning Models Hogun Park Aly Megahed Peifeng Yin Yuya Jeremy Ong P. Mahajan Pei Guo 18 8 0 24 Apr 2023
Multiplierless In-filter Computing for tinyML Platforms Abhishek Ramdas Nair P. Nath S. Chakrabartty Chetan Singh Thakur 13 1 0 24 Apr 2023
Small-footprint slimmable networks for keyword spotting Zuhaib Akhtar Mohammad Omar Khursheed Dongsu Du Yuzong Liu 35 2 0 21 Apr 2023
$Learning Diffractive Optical Communication Around Arbitrary Opaque Occlusions$ Learning Diffractive Optical Communication Around Arbitrary Opaque Occlusions Md. Sadman Sakib Rahman Tianyi Gan Emir Arda Deger Çaǧatay Işıl Mona Jarrahi Aydogan Ozcan 25 18 0 20 Apr 2023
Adaptive Scheduling for Edge-Assisted DNN Serving Jian He Chen-Shun Yang Zhaoyuan He Ghufran Baig L. Qiu 19 0 0 19 Apr 2023
NPS: A Framework for Accurate Program Sampling Using Graph Neural Network Yuanwei Fang Zihao Liu YanHeng Lu Jiawei Liu Jiajie Li Yingqi Jin Jing Chen Yen-kuang Chen Hongzhong Zheng Yuan Xie MLAU 24 2 0 18 Apr 2023
LTC-SE: Expanding the Potential of Liquid Time-Constant Neural Networks for Scalable AI and Embedded Systems Michael Bidollahkhani Ferhat Atasoy H. Abdellatef AI4TS 6 10 0 18 Apr 2023
Decentralized Learning Made Easy with DecentralizePy Akash Dhasade Anne-Marie Kermarrec Rafael Pires Rishi Sharma Milos Vujasinovic 11 15 0 17 Apr 2023
Canvas: End-to-End Kernel Architecture Search in Neural Networks Chenggang Zhao Genghan Zhang Mingyu Gao 28 1 0 16 Apr 2023
DynamicDet: A Unified Dynamic Architecture for Object Detection Zhi-Hao Lin Yongtao Wang Jinhe Zhang Xiaojie Chu ObjD 28 30 0 12 Apr 2023
In-situ crack and keyhole pore detection in laser directed energy deposition through acoustic signal and deep learning Lequn Chen X. Yao Chao-lin Tan Weiyang He Jinlong Su Fei Weng Y. Chew Nicholas Poh Huat Ng Seung Ki Moon 16 52 0 10 Apr 2023
An Optimized Error-controlled MPI Collective Framework Integrated with Lossy Compression Jiajun Huang Sheng Di Xiaodong Yu Yujia Zhai Zhaorui Zhang ... Kai Zhao Zizhong Chen Franck Cappello Yan-Hua Guo R. Thakur 14 15 0 08 Apr 2023
A differentiable programming framework for spin models T. S. Farias V. V. Schultz José C. M. Mombach Jonas Maziero 38 0 0 04 Apr 2023
Ideal Observer Computation by Use of Markov-Chain Monte Carlo with Generative Adversarial Networks Weimin Zhou Umberto Villa M. Anastasio 32 7 0 02 Apr 2023
CREATED: Generating Viable Counterfactual Sequences for Predictive Process Analytics Olusanmi A. Hundogan Xixi Lu Yupei Du H. Reijers AI4TS 22 7 0 28 Mar 2023
Learning Rate Schedules in the Presence of Distribution Shift Matthew Fahrbach Adel Javanmard Vahab Mirrokni Pratik Worah 29 6 0 27 Mar 2023
GPT-PINN: Generative Pre-Trained Physics-Informed Neural Networks toward non-intrusive Meta-learning of parametric PDEs Yanlai Chen Shawn Koohy PINN AI4CE 37 24 0 27 Mar 2023
A Heterogeneous Parallel Non-von Neumann Architecture System for Accurate and Efficient Machine Learning Molecular Dynamics Zhuoying Zhao Ziling Tan Pinghui Mo Xiaonan Wang Dan Zhao Xin Zhang Ming Tao Jie Liu 29 1 0 26 Mar 2023
Prediction of the morphological evolution of a splashing drop using an encoder-decoder Jingzu Yee Daichi Igarashi(五十嵐大地) Shun Miyatake(宮武駿) Yoshiyuki Tagawa(田川義之) 6 8 0 24 Mar 2023
MuxFlow: Efficient and Safe GPU Sharing in Large-Scale Production Deep Learning Clusters Yihao Zhao Xin Liu Shufan Liu Xiang Li Yibo Zhu Gang Huang Xuanzhe Liu Xin Jin 40 11 0 24 Mar 2023
EdgeTran: Co-designing Transformers for Efficient Inference on Mobile Edge Platforms Shikhar Tuli N. Jha 38 3 0 24 Mar 2023
Scaled Quantization for the Vision Transformer Yangyang Chang G. E. Sobelman MQ 21 1 0 23 Mar 2023