Title
Catastrophic forgetting: still a problem for DNNs Benedikt Pfülb A. Gepperth Saad Abdullah André Kilian CLL 19 22 0 20 May 2019
Label Mapping Neural Networks with Response Consolidation for Class Incremental Learning Xu Zhang Yang Yao Baile Xu Lekun Mao S. Furao Jian Zhao Qingwei Lin CLL 12 2 0 20 May 2019
Learning to Memorize in Neural Task-Oriented Dialogue Systems Chien-Sheng Wu 26 6 0 19 May 2019
Budget-Aware Adapters for Multi-Domain Learning Rodrigo Berriel Stéphane Lathuilière Moin Nabi T. Klein Thiago Oliveira-Santos N. Sebe Elisa Ricci OOD 30 41 0 15 May 2019
Curriculum Learning for Domain Adaptation in Neural Machine Translation Xuan Zhang Pamela Shapiro Manish Kumar Paul McNamee Marine Carpuat Kevin Duh 30 124 0 14 May 2019
Locally Weighted Regression Pseudo-Rehearsal for Online Learning of Vehicle Dynamics Grady Williams Brian Goldfain James M. Rehg Evangelos A. Theodorou 20 12 0 13 May 2019
Bayesian Optimized Continual Learning with Attention Mechanism Ju Xu Jin Ma Zhanxing Zhu CLL BDL 16 6 0 10 May 2019
Meta-learning of Sequential Strategies Pedro A. Ortega Jane X. Wang Mark Rowland Tim Genewein Z. Kurth-Nelson ... Yee Whye Teh H. V. Hasselt Nando de Freitas M. Botvinick Shane Legg OffRL 40 98 0 08 May 2019
Toybox: A Suite of Environments for Experimental Evaluation of Deep Reinforcement Learning Emma Tosch Kaleigh Clary John Foley David D. Jensen OffRL 22 9 0 07 May 2019
Improving and Understanding Variational Continual Learning S. Swaroop Cuong V Nguyen T. Bui Richard Turner CLL 30 50 0 06 May 2019
Information asymmetry in KL-regularized RL Alexandre Galashov Siddhant M. Jayakumar Leonard Hasenclever Dhruva Tirumala Jonathan Richard Schwarz Guillaume Desjardins Wojciech M. Czarnecki Yee Whye Teh Razvan Pascanu N. Heess OffRL 25 102 0 03 May 2019
Continuous Learning for Large-scale Personalized Domain Classification Han Li Jihwan Lee Sidharth Mudgal R. Sarikaya Young-Bum Kim CLL 30 8 0 02 May 2019
Ray Interference: a Source of Plateaus in Deep Reinforcement Learning Tom Schaul Diana Borsa Joseph Modayil Razvan Pascanu 24 63 0 25 Apr 2019
Facilitating Bayesian Continual Learning by Natural Gradients and Stein Gradients Yu Chen Tom Diethe Neil D. Lawrence CLL BDL 14 13 0 24 Apr 2019
Continual Learning with Self-Organizing Maps P. Bashivan Martin Schrimpf R. Ajemian Irina Rish Matthew D Riemer Y. Tu CLL 9 11 0 19 Apr 2019
Attentive Single-Tasking of Multiple Tasks Kevis-Kokitsi Maninis Ilija Radosavovic Iasonas Kokkinos 87 246 0 18 Apr 2019
A Multi-Task Learning Framework for Overcoming the Catastrophic Forgetting in Automatic Speech Recognition Jiabin Xue Jiqing Han Tieran Zheng Xiang Gao Jiaxing Guo CLL 27 9 0 17 Apr 2019
A Deep Optimization Approach for Image Deconvolution Zhijian Luo Siyu Chen Y. Qian 16 1 0 16 Apr 2019
Three scenarios for continual learning Gido M. van de Ven A. Tolias CLL 40 877 0 15 Apr 2019
ACE: Adapting to Changing Environments for Semantic Segmentation Zuxuan Wu Xin Wang Joseph E. Gonzalez Tom Goldstein L. Davis OOD 19 101 0 12 Apr 2019
Generalizing from a Few Examples: A Survey on Few-Shot Learning Yaqing Wang Quanming Yao James T. Kwok L. Ni 44 1,802 0 10 Apr 2019
Active Domain Randomization Bhairav Mehta Manfred Diaz Florian Golemo C. Pal Liam Paull 30 258 0 09 Apr 2019
Semantic-Aware Knowledge Preservation for Zero-Shot Sketch-Based Image Retrieval Qing Liu Lingxi Xie Huiyu Wang Alan Yuille VLM 32 108 0 05 Apr 2019
Reducing catastrophic forgetting when evolving neural networks Joseph Early 19 2 0 05 Apr 2019
Learning to Remember: A Synaptic Plasticity Driven Framework for Continual Learning O. Ostapenko M. Puscas T. Klein P. Jähnichen Moin Nabi CLL 67 298 0 05 Apr 2019
M2KD: Multi-model and Multi-level Knowledge Distillation for Incremental Learning Peng Zhou Long Mai Jianming Zhang N. Xu Zuxuan Wu L. Davis CLL VLM 21 54 0 03 Apr 2019
Learn to Grow: A Continual Structure Learning Framework for Overcoming Catastrophic Forgetting Xilai Li Yingbo Zhou Tianfu Wu R. Socher Caiming Xiong CLL 25 421 0 31 Mar 2019
Overcoming Catastrophic Forgetting with Unlabeled Data in the Wild Kibok Lee Kimin Lee Jinwoo Shin Honglak Lee CLL 50 203 0 29 Mar 2019
RILOD: Near Real-Time Incremental Learning for Object Detection at the Edge Dawei Li Serafettin Tasci Shalini Ghosh Jingwen Zhu Junting Zhang Larry Heck ObjD 20 9 0 26 Mar 2019
Implicit Generation and Generalization in Energy-Based Models Yilun Du Igor Mordatch BDL DiffM 19 40 0 20 Mar 2019
Regularize, Expand and Compress: Multi-task based Lifelong Learning via NonExpansive AutoML Jie Zhang Junting Zhang Shalini Ghosh Dawei Li Jingwen Zhu Heming Zhang Yalin Wang CLL 25 2 0 20 Mar 2019
Class-incremental Learning via Deep Model Consolidation Junting Zhang Jie Zhang Shalini Ghosh Dawei Li Serafettin Tasci Larry Heck Heming Zhang C.-C. Jay Kuo CLL 27 335 0 19 Mar 2019
Complementary Learning for Overcoming Catastrophic Forgetting Using Experience Replay Mohammad Rostami Soheil Kolouri Praveen K. Pilly CLL 38 67 0 11 Mar 2019
Continual Learning via Neural Pruning Siavash Golkar Michael Kagan Kyunghyun Cho CLL 21 160 0 11 Mar 2019
Continual Learning Using World Models for Pseudo-Rehearsal Nicholas A. Ketz Soheil Kolouri Praveen K. Pilly KELM CLL 9 5 0 06 Mar 2019
Sentence Embedding Alignment for Lifelong Relation Extraction Hong Wang Wenhan Xiong Mo Yu Xiaoxiao Guo Shiyu Chang William Yang Wang CLL 29 133 0 06 Mar 2019
Representative Task Self-selection for Flexible Clustered Lifelong Learning Gan Sun Yang Cong Qianqian Wang Bineng Zhong Y. Fu CLL 23 55 0 06 Mar 2019
Model Primitive Hierarchical Lifelong Reinforcement Learning Bohan Wu Jayesh K. Gupta Mykel J. Kochenderfer OffRL 22 10 0 04 Mar 2019
Attention-Based Structural-Plasticity Soheil Kolouri Nicholas A. Ketz Xinyun Zou J. Krichmar Praveen K. Pilly CLL 11 12 0 02 Mar 2019
Deep learning in bioinformatics: introduction, application, and perspective in big data era Yu Li Chao Huang Lizhong Ding Zhongxiao Li Yijie Pan Xin Gao AI4CE 29 296 0 28 Feb 2019
On Tiny Episodic Memories in Continual Learning Arslan Chaudhry Marcus Rohrbach Mohamed Elhoseiny Thalaiyasingam Ajanthan P. Dokania Philip Torr MarcÁurelio Ranzato CLL 52 394 0 27 Feb 2019
Design of intentional backdoors in sequential models Zhaoyuan Yang N. Iyer Johan Reimann Nurali Virani SILM AAML 28 38 0 26 Feb 2019
Scalable and Order-robust Continual Learning with Additive Parameter Decomposition Jaehong Yoon Saehoon Kim Eunho Yang Sung Ju Hwang CLL 39 176 0 25 Feb 2019
Online Meta-Learning Chelsea Finn Aravind Rajeswaran Sham Kakade Sergey Levine CLL 33 252 0 22 Feb 2019
Generative Memory for Lifelong Reinforcement Learning Aswin Raghavan Jesse Hostetler S. Chai OffRL CLL 6 2 0 22 Feb 2019
Overcoming Multi-Model Forgetting Yassine Benyahia Kaicheng Yu Kamil Bennani-Smires Martin Jaggi A. Davison Mathieu Salzmann C. Musat MoMe KELM CLL 40 37 0 21 Feb 2019
Differentially Private Continual Learning Sebastian Farquhar Y. Gal FedML MU 13 12 0 18 Feb 2019
A Unifying Bayesian View of Continual Learning Sebastian Farquhar Y. Gal BDL CLL 16 66 0 18 Feb 2019
Realizing Continual Learning through Modeling a Learning System as a Fiber Bundle Zhenfeng Cao 24 2 0 16 Feb 2019
Neural-encoding Human Experts' Domain Knowledge to Warm Start Reinforcement Learning Andrew Silva Matthew C. Gombolay OffRL 32 20 0 15 Feb 2019