Title
Online Learned Continual Compression with Adaptive Quantization Modules Lucas Caccia Eugene Belilovsky Massimo Caccia Joelle Pineau 97 5 0 19 Nov 2019
Towards Making Deep Transfer Learning Never Hurt Ruosi Wan Haoyi Xiong Xingjian Li Zhanxing Zhu Jun Huan 74 21 0 18 Nov 2019
REFIT: A Unified Watermark Removal Framework For Deep Learning Systems With Limited Data Xinyun Chen Wenxiao Wang Chris Bender Yiming Ding R. Jia Yue Liu Basel Alomair AAML 95 109 0 17 Nov 2019
Maintaining Discrimination and Fairness in Class Incremental Learning Bowen Zhao Xi Xiao Guojun Gan Bin Zhang Shutao Xia CLL 175 434 0 16 Nov 2019
Self-supervised GAN: Analysis and Improvement with Multi-class Minimax Game Ngoc-Trung Tran Viet-Hung Tran Ngoc-Bao Nguyen Linxiao Yang Ngai-Man Cheung SSL GAN 91 61 0 16 Nov 2019
OpenLORIS-Object: A Robotic Vision Dataset and Benchmark for Lifelong Deep Learning Qi She Fan Feng Xinyue Hao Qihan Yang Chuanlin Lan ... Zhengwei Wang Yao Guo Yimin Zhang Fei Qiao Rosa H. M. Chan VLM 137 76 0 15 Nov 2019
Adversarial Examples in Modern Machine Learning: A Review R. Wiyatno Anqi Xu Ousmane Amadou Dia A. D. Berker AAML 127 105 0 13 Nov 2019
Eternal Sunshine of the Spotless Net: Selective Forgetting in Deep Networks Aditya Golatkar Alessandro Achille Stefano Soatto CLL MU 116 509 0 12 Nov 2019
Making Good on LSTMs' Unfulfilled Promise Daniel Philps Artur Garcez Tillman Weyde AI4TS 71 2 0 11 Nov 2019
Knowledge Distillation for Incremental Learning in Semantic Segmentation Umberto Michieli Pietro Zanuttigh CLL VLM 118 100 0 08 Nov 2019
Forget Me Not: Reducing Catastrophic Forgetting for Domain Adaptation in Reading Comprehension Ying Xu Xu Zhong Antonio Jimeno Yepes Jey Han Lau AI4CE CLL 74 45 0 01 Nov 2019
Continual Unsupervised Representation Learning Dushyant Rao Francesco Visin Andrei A. Rusu Yee Whye Teh Razvan Pascanu R. Hadsell BDL CLL SSL DRL 48 264 0 31 Oct 2019
Overcoming Catastrophic Interference in Online Reinforcement Learning with Dynamic Self-Organizing Maps Y. Lo Sina Ghiassian CLL 31 8 0 29 Oct 2019
Adversarial Feature Alignment: Avoid Catastrophic Forgetting in Incremental Task Lifelong Learning Hang Zhou Ziwei Liu Chenglei Wu Ping Luo Lifeng Sun CLL 133 22 0 24 Oct 2019
Robust Neural Machine Translation for Clean and Noisy Speech Transcripts Mattia Antonino Di Gangi Robert Enyedi A. Brusadin Marcello Federico 88 25 0 22 Oct 2019
Self-Supervised Sim-to-Real Adaptation for Visual Robotic Manipulation Rae Jeong Y. Aytar D. Khosid Yuxiang Zhou Jackie Kay Thomas Lampe Konstantinos Bousmalis F. Nori SSL 55 58 0 21 Oct 2019
Image Difficulty Curriculum for Generative Adversarial Networks (CuGAN) Petru Soviany Claudiu Ardei Radu Tudor Ionescu Marius Leordeanu GAN 107 49 0 20 Oct 2019
On Warm-Starting Neural Network Training Jordan T. Ash Ryan P. Adams AI4CE 71 21 0 18 Oct 2019
Overcoming Forgetting in Federated Learning on Non-IID Data N. Shoham Tomer Avidor Aviv Keren Nadav Tal-Israel Daniel Benditkis Liron Mor Yosef Itai Zeitak CLL FedML 145 228 0 17 Oct 2019
Orthogonal Gradient Descent for Continual Learning Mehrdad Farajtabar Navid Azizan Alex Mott Ang Li CLL 133 376 0 15 Oct 2019
Embodiment dictates learnability in neural controllers Joshua P. Powers Ryan Grindle Sam Kriegman Lapo Frati Nick Cheney Josh Bongard 60 5 0 15 Oct 2019
Compacting, Picking and Growing for Unforgetting Continual Learning Steven C. Y. Hung Cheng-Hao Tu Cheng-En Wu Chien-Hung Chen Yi-Ming Chan Chu-Song Chen CLL 134 318 0 15 Oct 2019
Pathological spectra of the Fisher information metric and its variants in deep neural networks Ryo Karakida S. Akaho S. Amari 84 28 0 14 Oct 2019
A Theory of Relation Learning and Cross-domain Generalization L. Doumas Guillermo Puebla Andrea E. Martin J. Hummel NAI 123 30 0 11 Oct 2019
On-chip Few-shot Learning with Surrogate Gradient Descent on a Neuromorphic Processor Kenneth Stewart Garrick Orchard S. Shrestha Emre Neftci BDL 83 26 0 11 Oct 2019
Learning to Remember from a Multi-Task Teacher Yuwen Xiong Mengye Ren R. Urtasun CLL KELM OOD 86 4 0 10 Oct 2019
Continual Learning Using Bayesian Neural Networks Honglin Li Payam Barnaghi Shirin Enshaeifar F. Ganz BDL 68 39 0 09 Oct 2019
Derivative-Free & Order-Robust Optimisation Victor Gabillon Rasul Tutunov Michal Valko Haitham Bou-Ammar 41 6 0 09 Oct 2019
Ctrl-Z: Recovering from Instability in Reinforcement Learning Vibhavari Dasagi Jake Bruce T. Peynot Jurgen Leitner 61 10 0 09 Oct 2019
DEVDAN: Deep Evolving Denoising Autoencoder Andri Ashfahani Mahardhika Pratama E. Lughofer Yew-Soon Ong 109 99 0 08 Oct 2019
Automatic Construction of Multi-layer Perceptron Network from Streaming Examples Mahardhika Pratama Choiru Za’in Andri Ashfahani Yew-Soon Ong Weiping Ding AI4CE 137 52 0 08 Oct 2019
Continual Learning in Neural Networks Rahaf Aljundi CLL 101 34 0 07 Oct 2019
REMIND Your Neural Network to Prevent Catastrophic Forgetting Tyler L. Hayes Kushal Kafle Robik Shrestha Manoj Acharya Christopher Kanan CLL 160 303 0 06 Oct 2019
Self-supervised learning for autonomous vehicles perception: A conciliation between analytical and learning methods Florent Chiaroni Zhenyang Li Weitong Chen Frederic Dufaux SSL 67 15 0 03 Oct 2019
Incremental learning for the detection and classification of GAN-generated images Francesco Marra Cristiano Saltori G. Boato Luisa Verdoliva 134 134 0 03 Oct 2019
Domain Expansion in DNN-based Acoustic Models for Robust Speech Recognition Shahram Ghorbani S. Khorram John H. L. Hansen 51 19 0 01 Oct 2019
Gated Linear Networks William H. Guss Tor Lattimore David Budden Avishkar Bhoopchand Christopher Mattern ... Ruslan Salakhutdinov Jianan Wang Peter Toth Simon Schmitt Marcus Hutter AI4CE 133 41 0 30 Sep 2019
Blessing of dimensionality at the edge I. Tyukin Alexander N. Gorban A. McEwan Sepehr Meshkinfamfard Lixin Tang 61 8 0 30 Sep 2019
Test-Time Training with Self-Supervision for Generalization under Distribution Shifts Yu Sun Xiaolong Wang Zhuang Liu John Miller Alexei A. Efros Moritz Hardt TTA OOD 112 96 0 29 Sep 2019
Towards Understanding the Transferability of Deep Representations Hong Liu Mingsheng Long Jianmin Wang Michael I. Jordan 68 26 0 26 Sep 2019
Deep Learning for RF Signal Classification in Unknown and Dynamic Spectrum Environments Yi Shi Kemal Davaslioglu Y. Sagduyu William C. Headley Michael Fowler Gilbert Green 66 93 0 25 Sep 2019
Improved Schemes for Episodic Memory-based Lifelong Learning Yunhui Guo Mingrui Liu Tianbao Yang Tajana Simunic CLL 88 9 0 25 Sep 2019
Towards continuous learning for glioma segmentation with elastic weight consolidation Karin A. van Garderen S. V. D. Voort Fatih Incekara M. Smits S. Klein CLL 48 20 0 25 Sep 2019
Mixout: Effective Regularization to Finetune Large-scale Pretrained Language Models Cheolhyoung Lee Kyunghyun Cho Wanmo Kang MoE 318 209 0 25 Sep 2019
AHA! an Ártificial Hippocampal Algorithm' for Episodic Machine Learning Gideon Kowadlo Abdelrahman Ahmed D. Rawlinson 76 11 0 23 Sep 2019
Multi-task Learning and Catastrophic Forgetting in Continual Reinforcement Learning Joao G. Ribeiro Francisco S. Melo João Dias CLL 62 12 0 22 Sep 2019
A continual learning survey: Defying forgetting in classification tasks Matthias De Lange Rahaf Aljundi Marc Masana Sarah Parisot Xu Jia A. Leonardis Greg Slabaugh Tinne Tuytelaars CLL KELM 83 246 0 18 Sep 2019
Analyzing machine-learned representations: A natural language case study Ishita Dasgupta Demi Guo S. Gershman Noah D. Goodman NAI 80 13 0 12 Sep 2019
Modular Meta-Learning with Shrinkage Yutian Chen A. Friesen Feryal M. P. Behbahani Arnaud Doucet David Budden Matthew W. Hoffman Nando de Freitas KELM OffRL 117 35 0 12 Sep 2019
Meta-learnt priors slow down catastrophic forgetting in neural networks G. Spigler CLL 55 10 0 09 Sep 2019