Title
Abstraction Learning Fei Deng Jinsheng Ren Feng Chen 3DH OCL 18 0 0 11 Sep 2018
StackNet: Stacking Parameters for Continual learning Jangho Kim Jeesoo Kim Nojun Kwak CLL 38 6 0 07 Sep 2018
Memory Replay GANs: learning to generate images from new categories without forgetting Chenshen Wu Luis Herranz Xialei Liu Yaxing Wang Joost van de Weijer Bogdan Raducanu CLL VLM GAN 107 197 0 06 Sep 2018
Recurrent World Models Facilitate Policy Evolution David R Ha Jürgen Schmidhuber SyDa TPM 185 959 0 04 Sep 2018
Life-Long Disentangled Representation Learning with Cross-Domain Latent Homologies Alessandro Achille Tom Eccles Loic Matthey Christopher P. Burgess Nicholas Watters Alexander Lerchner I. Higgins BDL 89 120 0 20 Aug 2018
Metric Learning for Novelty and Anomaly Detection Marc Masana Idoia Ruiz J. Serrat Joost van de Weijer Antonio M. López OODD 97 81 0 16 Aug 2018
On the Decision Boundary of Deep Neural Networks Yu Li Lizhong Ding Xin Gao UQCV 77 37 0 16 Aug 2018
Small Sample Learning in Big Data Era Jun Shu Zongben Xu Deyu Meng 119 72 0 14 Aug 2018
Addressee and Response Selection for Multilingual Conversation Motoki Sato Hiroki Ouchi Yuta Tsuboi 32 7 0 12 Aug 2018
Deep Stacked Stochastic Configuration Networks for Lifelong Learning of Non-Stationary Data Streams Mahardhika Pratama Dianhui Wang BDL 51 54 0 07 Aug 2018
End-to-End Incremental Learning F. M. Castro M. Marín-Jiménez Nicolás Guil Mata Cordelia Schmid Alahari Karteek CLL 173 1,163 0 25 Jul 2018
Expressive power of outer product manifolds on feed-forward neural networks Balint Daroczy Rita Aleksziev András A. Benczúr 39 0 0 17 Jul 2018
NEUZZ: Efficient Fuzzing with Neural Program Smoothing Dongdong She Kexin Pei Dave Epstein Junfeng Yang Baishakhi Ray Suman Jana 96 186 0 15 Jul 2018
On Catastrophic Forgetting and Mode Collapse in Generative Adversarial Networks Hoang Thanh-Tung T. Tran GAN 148 59 0 11 Jul 2018
Revisiting Distillation and Incremental Classifier Learning Khurram Javed Faisal Shafait 68 66 0 08 Jul 2018
Distillation Techniques for Pseudo-rehearsal Based Incremental Learning Haseeb Shah Khurram Javed Faisal Shafait CLL 62 12 0 08 Jul 2018
How To Backdoor Federated Learning Eugene Bagdasaryan Andreas Veit Yiqing Hua D. Estrin Vitaly Shmatikov SILM FedML 191 1,945 0 02 Jul 2018
Continuous Learning in Single-Incremental-Task Scenarios Davide Maltoni Vincenzo Lomonaco CLL 142 311 0 22 Jun 2018
The Natural Language Decathlon: Multitask Learning as Question Answering Bryan McCann N. Keskar Caiming Xiong R. Socher AIMat MLLM BDL 211 647 0 20 Jun 2018
Uncertainty in Multitask Transfer Learning Alexandre Lacoste Boris N. Oreshkin Wonchang Chung Thomas Boquet Negar Rostamzadeh David M. Krueger BDL UQCV SSL 105 21 0 20 Jun 2018
DynMat, a network that can learn after learning J. H. Lee OffRL 122 6 0 16 Jun 2018
Motion Planning Networks A. H. Qureshi Anthony Simeonov M. J. Bency Michael C. Yip 3DPC 84 239 0 14 Jun 2018
Selfless Sequential Learning Rahaf Aljundi Marcus Rohrbach Tinne Tuytelaars CLL 93 114 0 14 Jun 2018
Fast Approximate Natural Gradient Descent in a Kronecker-factored Eigenbasis Thomas George César Laurent Xavier Bouthillier Nicolas Ballas Pascal Vincent ODL 125 156 0 11 Jun 2018
Meta Continual Learning Risto Vuorio D.-Y. Cho Daejoong Kim Jiwon Kim CLL 70 28 0 11 Jun 2018
SupportNet: solving catastrophic forgetting in class incremental learning with support data Yu Li Zhongxiao Li Lizhong Ding Yijie Pan Peng Yang Yuhui Hu Wei Chen Xin Gao CLL 102 29 0 08 Jun 2018
A New Framework for Machine Intelligence: Concepts and Prototype Abel Torres Montoya 56 0 0 06 Jun 2018
Human-like generalization in a machine through predicate learning L. Doumas Guillermo Puebla Andrea E. Martin NAI 66 9 0 05 Jun 2018
Universal Statistics of Fisher Information in Deep Neural Networks: Mean Field Approach Ryo Karakida S. Akaho S. Amari FedML 238 146 0 04 Jun 2018
NAM: Non-Adversarial Unsupervised Domain Mapping Yedid Hoshen Lior Wolf GAN 70 24 0 03 Jun 2018
Reinforced Continual Learning Ju Xu Zhanxing Zhu CLL 127 380 0 31 May 2018
Bayesian Inference with Anchored Ensembles of Neural Networks, and Application to Exploration in Reinforcement Learning Tim Pearce Nicolas Anastassacos Mohamed H. Zaki A. Neely BDL UQCV 83 17 0 29 May 2018
Adding New Tasks to a Single Network with Weight Transformations using Binary Masks Massimiliano Mancini Elisa Ricci Barbara Caputo Samuel Rota Buló 103 52 0 28 May 2018
Distributed Weight Consolidation: A Brain Segmentation Case Study Patrick McClure C. Zheng Jakub R. Kaczmarzyk John Rogers-Lee Satrajit S. Ghosh D. Nielson P. Bandettini Francisco Pereira 103 28 0 28 May 2018
Keep and Learn: Continual Learning by Constraining the Latent Space for Knowledge Preservation in Neural Networks Hyo-Eun Kim Seungwook Kim Jaehwan Lee CLL 55 31 0 28 May 2018
Self-Net: Lifelong Learning via Continual Self-Modeling Blake Camp J. Mandivarapu Rolando Estrada CLL SSL 75 16 0 25 May 2018
Towards Robust Evaluations of Continual Learning Sebastian Farquhar Y. Gal CLL 115 308 0 24 May 2018
Been There, Done That: Meta-Learning with Episodic Recall Samuel Ritter Jane X. Wang Z. Kurth-Nelson Siddhant M. Jayakumar Charles Blundell Razvan Pascanu M. Botvinick CLL 85 84 0 24 May 2018
Teaching Multiple Concepts to a Forgetful Learner Anette Hunziker Yuxin Chen Oisin Mac Aodha Manuel Gomez Rodriguez Andreas Krause Pietro Perona Yisong Yue Adish Singla CLL 144 39 0 21 May 2018
Measuring and regularizing networks in function space Ari S. Benjamin David Rolnick Konrad Paul Kording 102 140 0 21 May 2018
Online Structured Laplace Approximations For Overcoming Catastrophic Forgetting H. Ritter Aleksandar Botev David Barber BDL CLL 111 335 0 20 May 2018
Model Aggregation via Good-Enough Model Spaces Neel Guha Virginia Smith FedML 20 0 0 20 May 2018
Overcoming catastrophic forgetting problem by weight consolidation and long-term memory Shixian Wen Laurent Itti CLL 58 16 0 18 May 2018
Progress & Compress: A scalable framework for continual learning Jonathan Richard Schwarz Jelena Luketina Wojciech M. Czarnecki A. Grabska-Barwinska Yee Whye Teh Razvan Pascanu R. Hadsell CLL 201 889 0 16 May 2018
Continuous Learning in a Hierarchical Multiscale Neural Network Thomas Wolf Julien Chaumond Clement Delangue CLL AI4CE NoLa BDL 31 6 0 15 May 2018
Power Law in Sparsified Deep Neural Networks Lu Hou James T. Kwok 52 3 0 04 May 2018
Measuring the Intrinsic Dimension of Objective Landscapes Chunyuan Li Heerad Farkhoor Rosanne Liu J. Yosinski 95 418 0 24 Apr 2018
Direct Network Transfer: Transfer Learning of Sentence Embeddings for Semantic Similarity Li Zhang Steven R. Wilson Rada Mihalcea FedML 49 1 0 20 Apr 2018
Combating catastrophic forgetting with developmental compression Shawn L. E. Beaulieu Sam Kriegman Josh Bongard 81 4 0 12 Apr 2018
Learning to generate classifiers N. Guttenberg Ryota Kanai 18 3 0 30 Mar 2018