Title
Metric Learning for Novelty and Anomaly Detection Marc Masana Idoia Ruiz J. Serrat Joost van de Weijer Antonio M. López OODD 27 80 0 16 Aug 2018
On the Decision Boundary of Deep Neural Networks Yu Li Lizhong Ding Xin Gao UQCV 14 35 0 16 Aug 2018
Small Sample Learning in Big Data Era Jun Shu Zongben Xu Deyu Meng 29 71 0 14 Aug 2018
Addressee and Response Selection for Multilingual Conversation Motoki Sato Hiroki Ouchi Yuta Tsuboi 11 6 0 12 Aug 2018
Deep Stacked Stochastic Configuration Networks for Lifelong Learning of Non-Stationary Data Streams Mahardhika Pratama Dianhui Wang BDL 11 53 0 07 Aug 2018
End-to-End Incremental Learning F. M. Castro M. Marín-Jiménez Nicolás Guil Mata Cordelia Schmid Alahari Karteek CLL 37 1,142 0 25 Jul 2018
Expressive power of outer product manifolds on feed-forward neural networks Balint Daroczy Rita Aleksziev András A. Benczúr 19 0 0 17 Jul 2018
NEUZZ: Efficient Fuzzing with Neural Program Smoothing Dongdong She Kexin Pei Dave Epstein Junfeng Yang Baishakhi Ray Suman Jana 25 185 0 15 Jul 2018
On Catastrophic Forgetting and Mode Collapse in Generative Adversarial Networks Hoang Thanh-Tung T. Tran GAN 18 58 0 11 Jul 2018
Revisiting Distillation and Incremental Classifier Learning Khurram Javed Faisal Shafait 13 66 0 08 Jul 2018
Distillation Techniques for Pseudo-rehearsal Based Incremental Learning Haseeb Shah Khurram Javed Faisal Shafait CLL 21 12 0 08 Jul 2018
How To Backdoor Federated Learning Eugene Bagdasaryan Andreas Veit Yiqing Hua D. Estrin Vitaly Shmatikov SILM FedML 13 1,874 0 02 Jul 2018
Continuous Learning in Single-Incremental-Task Scenarios Davide Maltoni Vincenzo Lomonaco CLL 38 307 0 22 Jun 2018
The Natural Language Decathlon: Multitask Learning as Question Answering Bryan McCann N. Keskar Caiming Xiong R. Socher AIMat MLLM BDL 25 640 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 24 21 0 20 Jun 2018
DynMat, a network that can learn after learning J. H. Lee OffRL 24 5 0 16 Jun 2018
Motion Planning Networks A. H. Qureshi Anthony Simeonov M. J. Bency Michael C. Yip 3DPC 15 237 0 14 Jun 2018
Selfless Sequential Learning Rahaf Aljundi Marcus Rohrbach Tinne Tuytelaars CLL 33 114 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 29 150 0 11 Jun 2018
Meta Continual Learning Risto Vuorio D.-Y. Cho Daejoong Kim Jiwon Kim CLL 11 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 20 29 0 08 Jun 2018
A New Framework for Machine Intelligence: Concepts and Prototype Abel Torres Montoya 35 0 0 06 Jun 2018
Human-like generalization in a machine through predicate learning L. Doumas Guillermo Puebla Andrea E. Martin NAI 33 9 0 05 Jun 2018
Universal Statistics of Fisher Information in Deep Neural Networks: Mean Field Approach Ryo Karakida S. Akaho S. Amari FedML 47 140 0 04 Jun 2018
NAM: Non-Adversarial Unsupervised Domain Mapping Yedid Hoshen Lior Wolf GAN 11 24 0 03 Jun 2018
Reinforced Continual Learning Ju Xu Zhanxing Zhu CLL 14 375 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 17 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 25 51 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 22 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 14 31 0 28 May 2018
Self-Net: Lifelong Learning via Continual Self-Modeling Blake Camp J. Mandivarapu Rolando Estrada CLL SSL 27 16 0 25 May 2018
Towards Robust Evaluations of Continual Learning Sebastian Farquhar Y. Gal CLL 28 305 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 9 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 29 39 0 21 May 2018
Measuring and regularizing networks in function space Ari S. Benjamin David Rolnick Konrad Paul Kording 21 138 0 21 May 2018
Online Structured Laplace Approximations For Overcoming Catastrophic Forgetting H. Ritter Aleksandar Botev David Barber BDL CLL 9 327 0 20 May 2018
Model Aggregation via Good-Enough Model Spaces Neel Guha Virginia Smith FedML 9 0 0 20 May 2018
Overcoming catastrophic forgetting problem by weight consolidation and long-term memory Shixian Wen Laurent Itti CLL 10 15 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 39 872 0 16 May 2018
Continuous Learning in a Hierarchical Multiscale Neural Network Thomas Wolf Julien Chaumond Clement Delangue CLL AI4CE NoLa BDL 13 6 0 15 May 2018
Power Law in Sparsified Deep Neural Networks Lu Hou James T. Kwok 21 3 0 04 May 2018
Measuring the Intrinsic Dimension of Objective Landscapes Chunyuan Li Heerad Farkhoor Rosanne Liu J. Yosinski 29 398 0 24 Apr 2018
Direct Network Transfer: Transfer Learning of Sentence Embeddings for Semantic Similarity Li Zhang Steven R. Wilson Rada Mihalcea FedML 15 1 0 20 Apr 2018
Combating catastrophic forgetting with developmental compression Shawn L. E. Beaulieu Sam Kriegman Josh Bongard 25 4 0 12 Apr 2018
Learning to generate classifiers N. Guttenberg Ryota Kanai 10 3 0 30 Mar 2018
Meta-Learning a Dynamical Language Model Thomas Wolf Julien Chaumond Clement Delangue 29 4 0 28 Mar 2018
Task Agnostic Continual Learning Using Online Variational Bayes Chen Zeno Itay Golan Elad Hoffer Daniel Soudry CLL FedML BDL 17 109 0 27 Mar 2018
World Models David R Ha Jürgen Schmidhuber SyDa 32 1,031 0 27 Mar 2018
Efficient parametrization of multi-domain deep neural networks Sylvestre-Alvise Rebuffi Hakan Bilen Andrea Vedaldi OOD 36 360 0 27 Mar 2018
Memorization Precedes Generation: Learning Unsupervised GANs with Memory Networks Youngjin Kim Minjung Kim Gunhee Kim GAN 26 40 0 05 Mar 2018