Title
Self-Correcting Neural Networks For Safe Classification Klas Leino Aymeric Fromherz Ravi Mangal Matt Fredrikson Bryan Parno C. Păsăreanu 72 6 0 23 Jul 2021
Wavelet Design in a Learning Framework Dhruv Jawali Abhishek Kumar C. Seelamantula OOD 46 1 0 23 Jul 2021
Developing efficient transfer learning strategies for robust scene recognition in mobile robotics using pre-trained convolutional neural networks H. Baumgartl Ricardo Buettner 3DPC 82 3 0 23 Jul 2021
SynthSeg: Segmentation of brain MRI scans of any contrast and resolution without retraining Benjamin Billot Douglas N. Greve Oula Puonti A. Thielscher Koen van Leemput Bruce Fischl Adrian Dalca Juan Eugenio Iglesias OOD MedIm 141 296 0 20 Jul 2021
Locality-aware Channel-wise Dropout for Occluded Face Recognition Mingjie He Jie Zhang Shiguang Shan Xiao-Chang Liu Zhongqin Wu Xilin Chen CVBM 58 19 0 20 Jul 2021
Quality and Complexity Assessment of Learning-Based Image Compression Solutions Joao Dick B. Abreu M. Grellert S. Bampi 20 2 0 19 Jul 2021
Structured Stochastic Gradient MCMC Antonios Alexos Alex Boyd Stephan Mandt BDL 76 13 0 19 Jul 2021
Face.evoLVe: A High-Performance Face Recognition Library Qingzhong Wang Pengfei Zhang Haoyi Xiong Jian-jun Zhao CVBM 110 63 0 19 Jul 2021
Early-Phase Performance-Driven Design using Generative Models Spyridon Ampanavos A. Malkawi AI4CE 26 5 0 19 Jul 2021
Stock price prediction using BERT and GAN Priyank Sonkiya Vikas Bajpai Anukriti Bansal AIFin 63 39 0 18 Jul 2021
BEDS-Bench: Behavior of EHR-models under Distributional Shift--A Benchmark Anand Avati Martin G. Seneviratne Emily Xue Zhen Xu Balaji Lakshminarayanan Andrew M. Dai OOD CML 75 8 0 17 Jul 2021
Automatic Fairness Testing of Neural Classifiers through Adversarial Sampling Peixin Zhang Jingyi Wang Jun Sun Xinyu Wang Guoliang Dong Xingen Wang Ting Dai Jin Song Dong 54 24 0 17 Jul 2021
Data-informed Deep Optimization Lulu Zhang Z. Xu Yaoyu Zhang AI4CE 69 3 0 17 Jul 2021
Auto-differentiable Ensemble Kalman Filters Yuming Chen D. Sanz-Alonso Rebecca Willett 110 36 0 16 Jul 2021
Level generation and style enhancement -- deep learning for game development overview P. Migdal Bartlomiej Olechno Bla.zej Podgórski GAN VLM 46 4 0 15 Jul 2021
NeuSaver: Neural Adaptive Power Consumption Optimization for Mobile Video Streaming Kyoungjun Park Myungchul Kim Laihyuk Park 26 3 0 15 Jul 2021
A Convolutional Neural Network Approach to the Classification of Engineering Models Bharadwaj Manda Pranjal Bhaskare Ramanathan Muthuganapathy 47 26 0 14 Jul 2021
For high-dimensional hierarchical models, consider exchangeability of effects across covariates instead of across datasets Brian L. Trippe H. Finucane Tamara Broderick 34 2 0 13 Jul 2021
Exploiting Image Translations via Ensemble Self-Supervised Learning for Unsupervised Domain Adaptation Fabrizio J. Piva Gijs Dubbelman 62 14 0 13 Jul 2021
Fast Batch Nuclear-norm Maximization and Minimization for Robust Domain Adaptation Shuhao Cui Shuhui Wang Junbao Zhuo Liang Li Qingming Huang Qi Tian 124 24 0 13 Jul 2021
Towards Automatic Instrumentation by Learning to Separate Parts in Symbolic Multitrack Music Hao-Wen Dong Chris Donahue Taylor Berg-Kirkpatrick Julian McAuley 82 5 0 13 Jul 2021
Behavior Self-Organization Supports Task Inference for Continual Robot Learning Muhammad Burhan Hafez S. Wermter CLL SSL 58 12 0 09 Jul 2021
IDRLnet: A Physics-Informed Neural Network Library Wei Peng Jun Zhang Weien Zhou Xiaoyu Zhao Wen Yao Xiaoqian Chen PINN AI4CE 84 16 0 09 Jul 2021
Structured Model Pruning of Convolutional Networks on Tensor Processing Units Kongtao Chen Ken Franko Ruoxin Sang CVBM 46 59 0 09 Jul 2021
Relation-Based Associative Joint Location for Human Pose Estimation in Videos Yonghao Dang Jianqin Yin Shaojie Zhang 3DH 101 21 0 08 Jul 2021
M-FAC: Efficient Matrix-Free Approximations of Second-Order Information Elias Frantar Eldar Kurtic Dan Alistarh 92 59 0 07 Jul 2021
Exploring Deep Learning Methods for Real-Time Surgical Instrument Segmentation in Laparoscopy Debesh Jha Sharib Ali Nikhil Kumar Tomar Michael A. Riegler Dag Johansen Haavard D. Johansen Pål Halvorsen 58 11 0 05 Jul 2021
Gradient Importance Learning for Incomplete Observations Qitong Gao Dong Wang Joshua D. Amason Siyang Yuan Chenyang Tao Ricardo Henao M. Hadziahmetovic Lawrence Carin Miroslav Pajic 50 10 0 05 Jul 2021
Provable Convergence of Nesterov's Accelerated Gradient Method for Over-Parameterized Neural Networks Xin Liu Zhisong Pan Wei Tao 165 9 0 05 Jul 2021
KAISA: An Adaptive Second-Order Optimizer Framework for Deep Neural Networks J. G. Pauloski Qi Huang Lei Huang Shivaram Venkataraman Kyle Chard Ian Foster Zhao-jie Zhang 86 29 0 04 Jul 2021
BAGUA: Scaling up Distributed Learning with System Relaxations Shaoduo Gan Xiangru Lian Rui Wang Jianbin Chang Chengjun Liu ... Jiawei Jiang Binhang Yuan Sen Yang Ji Liu Ce Zhang 90 30 0 03 Jul 2021
A Lottery Ticket Hypothesis Framework for Low-Complexity Device-Robust Neural Acoustic Scene Classification Hao Yen Chao-Han Huck Yang Hu Hu Sabato Marco Siniscalchi Qing Wang ... Yuanjun Zhao Yuzhong Wu Yannan Wang Jun Du Chin-Hui Lee 63 17 0 03 Jul 2021
Neural Network Layer Algebra: A Framework to Measure Capacity and Compression in Deep Learning Alberto Badías A. Banerjee 91 3 0 02 Jul 2021
Multimodal Representation for Neural Code Search Jian Gu Zimin Chen Monperrus Martin 78 43 0 02 Jul 2021
Learning Primal Heuristics for Mixed Integer Programs Yunzhuang Shen Yuan Sun Andrew Craig Eberhard Xiaodong Li AI4CE 50 25 0 02 Jul 2021
Interactive decoding of words from visual speech recognition models Brendan Shillingford Yannis Assael Misha Denil 48 0 0 01 Jul 2021
Productivity, Portability, Performance: Data-Centric Python Yiheng Wang Yao Zhang Yanzhang Wang Yan Wan Jiao Wang Zhongyuan Wu Yuhao Yang Bowen She 169 101 0 01 Jul 2021
A Generative Model for Raw Audio Using Transformer Architectures Prateek Verma C. Chafe 86 29 0 30 Jun 2021
Doing good by fighting fraud: Ethical anti-fraud systems for mobile payments Z. Din Hari Venugopalan Henry Lin Adam Wushensky Steven Liu Samuel T. King 57 6 0 28 Jun 2021
Dataset Bias Mitigation Through Analysis of CNN Training Scores Ekberjan Derman 28 8 0 28 Jun 2021
Real-Time Multi-View 3D Human Pose Estimation using Semantic Feedback to Smart Edge Sensors S. Bultmann Sven Behnke 3DH 69 30 0 28 Jun 2021
Exploring convolutional neural networks with transfer learning for diagnosing Lyme disease from skin lesion images Sk Imran Hossain Jocelyn de Goër de Herve Md Shahriar Hassan D. Martineau Evelina Petrosyan ... A. Raffetin P. Tattevin G. Vourc'h O. Lesens E. M. Nguifo 41 32 0 28 Jun 2021
Learning stochastic object models from medical imaging measurements by use of advanced ambient generative adversarial networks Weimin Zhou Sayantan Bhadra F. Brooks Hua Li M. Anastasio GAN MedIm 107 17 0 27 Jun 2021
Representation Based Regression for Object Distance Estimation Mete Ahishali Mehmet Yamaç S. Kiranyaz Moncef Gabbouj 29 10 0 27 Jun 2021
On the Impact of Device-Level Techniques on Energy-Efficiency of Neural Network Accelerators Seyed Morteza Nabavinejad Behzad Salami 147 1 0 26 Jun 2021
A multi-stage machine learning model on diagnosis of esophageal manometry W. Kou D. Carlson A. Baumann Erica N. Donnan J. Schauer M. Etemadi J. Pandolfino 32 15 0 25 Jun 2021
EARLIN: Early Out-of-Distribution Detection for Resource-efficient Collaborative Inference Sumaiya Tabassum Nimi Md. Adnan Arefeen M. Y. S. Uddin Yugyung Lee OODD FedML 80 1 0 25 Jun 2021
Countering Adversarial Examples: Combining Input Transformation and Noisy Training Cheng Zhang Pan Gao AAML 48 3 0 25 Jun 2021
RSN: Range Sparse Net for Efficient, Accurate LiDAR 3D Object Detection Pei Sun Weiyue Wang Yuning Chai Gamaleldin F. Elsayed Alex Bewley Xiao Zhang C. Sminchisescu Drago Anguelov 3DPC 107 163 0 25 Jun 2021
Software for Dataset-wide XAI: From Local Explanations to Global Insights with Zennit, CoRelAy, and ViRelAy Christopher J. Anders David Neumann Wojciech Samek K. Müller Sebastian Lapuschkin 107 66 0 24 Jun 2021