Title
Psycholinguistics meets Continual Learning: Measuring Catastrophic Forgetting in Visual Question Answering Claudio Greco Barbara Plank Raquel Fernández Raffaella Bernardi CLL KELM 80 50 0 10 Jun 2019
Project Thyia: A Forever Gameplayer Raluca D. Gaina Simon Lucas Diego Perez-Liebana 55 5 0 10 Jun 2019
Generative Continual Concept Learning Mohammad Rostami Soheil Kolouri J. McClelland Praveen K. Pilly CLL BDL 60 46 0 10 Jun 2019
Forward and Backward Knowledge Transfer for Sentiment Classification Hao Wang Bing-Quan Liu Shuai Wang Nianzu Ma Yan Yang CLL 54 18 0 08 Jun 2019
Localizing Catastrophic Forgetting in Neural Networks Felix Wiewel Binh Yang 60 11 0 06 Jun 2019
Practical Deep Learning with Bayesian Principles Kazuki Osawa S. Swaroop Anirudh Jain Runa Eschenhagen Richard Turner Rio Yokota Mohammad Emtiyaz Khan BDL UQCV 183 247 0 06 Jun 2019
Uncertainty-guided Continual Learning with Bayesian Neural Networks Sayna Ebrahimi Mohamed Elhoseiny Trevor Darrell Marcus Rohrbach CLL BDL 84 197 0 06 Jun 2019
Topic Sensitive Attention on Generic Corpora Corrects Sense Bias in Pretrained Embeddings Vihari Piratla Sunita Sarawagi Soumen Chakrabarti CLL 44 0 0 05 Jun 2019
Lifelong Learning with a Changing Action Set Yash Chandak Georgios Theocharous Chris Nota Philip S. Thomas CLL OffRL 90 31 0 05 Jun 2019
A Case for Backward Compatibility for Human-AI Teams Gagan Bansal Besmira Nushi Ece Kamar Daniel S. Weld Walter S. Lasecki Eric Horvitz 183 8 0 04 Jun 2019
An Adaptive Random Path Selection Approach for Incremental Learning Jathushan Rajasegaran Munawar Hayat Salman Khan Fahad Shahbaz Khan Ling Shao Ming-Hsuan Yang ODL CLL 95 24 0 03 Jun 2019
Episodic Memory in Lifelong Language Learning Cyprien de Masson dÁutume Sebastian Ruder Lingpeng Kong Dani Yogatama CLL KELM 161 293 0 03 Jun 2019
Continual learning with hypernetworks J. Oswald Christian Henning Benjamin Grewe João Sacramento CLL 147 363 0 03 Jun 2019
Domain Adaptive Inference for Neural Machine Translation Danielle Saunders Felix Stahlberg Adria de Gispert Bill Byrne AI4CE 74 29 0 02 Jun 2019
Incremental Few-Shot Learning for Pedestrian Attribute Recognition Liuyu Xiang Xiaoming Jin Guiguang Ding Jungong Han Leida Li CLL 71 30 0 02 Jun 2019
Large Scale Incremental Learning Yue Wu Yinpeng Chen Lijuan Wang Yuancheng Ye Zicheng Liu Yandong Guo Y. Fu CLL 167 1,264 0 30 May 2019
Meta-Learning Representations for Continual Learning Khurram Javed Martha White KELM CLL 94 322 0 29 May 2019
Limitations of the Empirical Fisher Approximation for Natural Gradient Descent Frederik Kunstner Lukas Balles Philipp Hennig 130 219 0 29 May 2019
Lifelong Bayesian Optimization Yao Zhang James Jordon Ahmed Alaa M. Schaar 128 11 0 29 May 2019
Leveraging Semantics for Incremental Learning in Multi-Relational Embeddings A. Daruna Weiyu Liu Z. Kira Sonia Chernova 39 0 0 29 May 2019
Unified Probabilistic Deep Continual Learning through Generative Replay and Open Set Recognition Martin Mundt Iuliia Pliushch Sagnik Majumder Yongwon Hong Visvanathan Ramesh UQCV BDL 116 41 0 28 May 2019
Learning Portable Representations for High-Level Planning Steven D. James Benjamin Rosman George Konidaris SSL 66 40 0 28 May 2019
Single-Net Continual Learning with Progressive Segmented Training (PST) Xiaocong Du Gouranga Charan Frank Liu Yu Cao CLL 86 13 0 28 May 2019
AI-GAs: AI-generating algorithms, an alternate paradigm for producing general artificial intelligence Jeff Clune 148 122 0 27 May 2019
Sequential mastery of multiple visual tasks: Networks naturally learn to learn and forget to forget Guy Davidson Michael C. Mozer CLL 72 23 0 26 May 2019
Lifelong Neural Predictive Coding: Learning Cumulatively Online without Forgetting Alexander Ororbia A. Mali Daniel Kifer C. Lee Giles CLL KELM 94 17 0 25 May 2019
Hebbian-Descent Jan Melchior Laurenz Wiskott 73 8 0 25 May 2019
Continual Reinforcement Learning in 3D Non-stationary Environments Vincenzo Lomonaco Karan Desai Eugenio Culurciello Davide Maltoni OffRL 66 42 0 24 May 2019
Zero-shot task adaptation by homoiconic meta-mapping Andrew Kyle Lampinen James L. McClelland 83 1 0 23 May 2019
MCP: Learning Composable Hierarchical Control with Multiplicative Compositional Policies Xue Bin Peng Michael Chang Grace Zhang Pieter Abbeel Sergey Levine 103 197 0 23 May 2019
Variational Prototype Replays for Continual Learning Mengmi Zhang Tao Wang J. Lim Gabriel Kreiman Jiashi Feng VLM CLL 84 15 0 23 May 2019
Transferable Multi-Domain State Generator for Task-Oriented Dialogue Systems Chien-Sheng Wu Andrea Madotto Ehsan Hosseini-Asl Caiming Xiong R. Socher Pascale Fung 118 438 0 21 May 2019
Continual Learning in Deep Neural Network by Using a Kalman Optimiser Honglin Li Shirin Enshaeifar F. Ganz Payam Barnaghi CLL KELM 59 4 0 20 May 2019
Catastrophic forgetting: still a problem for DNNs Benedikt Pfülb A. Gepperth Saad Abdullah André Kilian CLL 51 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 30 2 0 20 May 2019
Learning to Memorize in Neural Task-Oriented Dialogue Systems Chien-Sheng Wu 54 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 111 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 103 124 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 61 12 0 13 May 2019
Bayesian Optimized Continual Learning with Attention Mechanism Ju Xu Jin Ma Zhanxing Zhu CLL BDL 39 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 125 101 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 59 9 0 07 May 2019
Improving and Understanding Variational Continual Learning S. Swaroop Cuong V Nguyen T. Bui Richard Turner CLL 73 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 80 104 0 03 May 2019
Continuous Learning for Large-scale Personalized Domain Classification Han Li Jihwan Lee Sidharth Mudgal R. Sarikaya Young-Bum Kim CLL 72 8 0 02 May 2019
Ray Interference: a Source of Plateaus in Deep Reinforcement Learning Tom Schaul Diana Borsa Joseph Modayil Razvan Pascanu 81 63 0 25 Apr 2019
Facilitating Bayesian Continual Learning by Natural Gradients and Stein Gradients Yu Chen Tom Diethe Neil D. Lawrence CLL BDL 59 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 50 13 0 19 Apr 2019
Attentive Single-Tasking of Multiple Tasks Kevis-Kokitsi Maninis Ilija Radosavovic Iasonas Kokkinos 209 251 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 84 9 0 17 Apr 2019