Title
Autoencoder-Based Incremental Class Learning without Retraining on Old Data Euntae Choi Kyungmi Lee Kiyoung Choi CLL 26 13 0 18 Jul 2019
Addressing Delayed Feedback for Continuous Training with Neural Networks in CTR prediction S. Ktena Alykhan Tejani Lucas Theis Pranay K. Myana D. Dilipkumar Ferenc Huszár Steven Yoo Wenzhe Shi NoLa 19 52 0 15 Jul 2019
DisCoRL: Continual Reinforcement Learning via Policy Distillation Kalifou René Traoré Hugo Caselles-Dupré Timothée Lesort Te Sun Guanghang Cai Natalia Díaz Rodríguez David Filliat OffRL 37 60 0 11 Jul 2019
Massively Multilingual Neural Machine Translation in the Wild: Findings and Challenges N. Arivazhagan Ankur Bapna Orhan Firat Dmitry Lepikhin Melvin Johnson ... George F. Foster Colin Cherry Wolfgang Macherey Zhiwen Chen Yonghui Wu 37 424 0 11 Jul 2019
Rehearsal-Free Continual Learning over Small Non-I.I.D. Batches Vincenzo Lomonaco Davide Maltoni Lorenzo Pellegrini CLL VLM 34 67 0 08 Jul 2019
Incremental Concept Learning via Online Generative Memory Recall Huaiyu Li Weiming Dong Bao-Gang Hu CLL 41 23 0 05 Jul 2019
Radial Bayesian Neural Networks: Beyond Discrete Support In Large-Scale Bayesian Deep Learning Sebastian Farquhar Michael A. Osborne Y. Gal UQCV BDL 26 56 0 01 Jul 2019
NetTailor: Tuning the Architecture, Not Just the Weights Pedro Morgado Nuno Vasconcelos MQ 30 29 0 29 Jun 2019
Continual Learning for Robotics: Definition, Framework, Learning Strategies, Opportunities and Challenges Timothée Lesort Vincenzo Lomonaco Andrei Stoian Davide Maltoni David Filliat Natalia Díaz Rodríguez CLL 35 249 0 29 Jun 2019
Continual Rare-Class Recognition with Emerging Novel Subclasses Hung T. Nguyen Xuejian Wang Leman Akoglu 33 3 0 28 Jun 2019
Lifelong Learning Starting From Zero Claes Strannegård Herman Carlström Niklas Engsner Fredrik Mäkeläinen Filip Slottner Seholm M. Chehreghani AI4CE KELM CLL 14 3 0 24 Jun 2019
Beneficial perturbation network for continual learning Shixian Wen Laurent Itti CLL KELM 24 2 0 22 Jun 2019
Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes James Requeima Jonathan Gordon J. Bronskill Sebastian Nowozin Richard Turner 35 241 0 18 Jun 2019
Rapid online learning and robust recall in a neuromorphic olfactory circuit N. Imam T. A. Cleland 23 142 0 17 Jun 2019
Conditional Computation for Continual Learning Min Lin Jie Fu Yoshua Bengio CLL 36 10 0 16 Jun 2019
Variational Federated Multi-Task Learning Luca Corinzia Ami Beuret J. M. Buhmann FedML 32 160 0 14 Jun 2019
Continual and Multi-Task Architecture Search Ramakanth Pasunuru Joey Tianyi Zhou CLL 33 48 0 12 Jun 2019
Task Agnostic Continual Learning via Meta Learning Xu He Jakub Sygnowski Alexandre Galashov Andrei A. Rusu Yee Whye Teh Razvan Pascanu OOD CLL FedML 29 94 0 12 Jun 2019
Continual Reinforcement Learning deployed in Real-life using Policy Distillation and Sim2Real Transfer Kalifou René Traoré Hugo Caselles-Dupré Timothée Lesort Te Sun Natalia Díaz Rodríguez David Filliat CLL OffRL 44 45 0 11 Jun 2019
Psycholinguistics meets Continual Learning: Measuring Catastrophic Forgetting in Visual Question Answering Claudio Greco Barbara Plank Raquel Fernández Raffaella Bernardi CLL KELM 25 49 0 10 Jun 2019
Project Thyia: A Forever Gameplayer Raluca D. Gaina Simon Lucas Diego Perez-Liebana 14 5 0 10 Jun 2019
Generative Continual Concept Learning Mohammad Rostami Soheil Kolouri J. McClelland Praveen K. Pilly CLL BDL 11 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 11 18 0 08 Jun 2019
Localizing Catastrophic Forgetting in Neural Networks Felix Wiewel Binh Yang 11 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 56 243 0 06 Jun 2019
Uncertainty-guided Continual Learning with Bayesian Neural Networks Sayna Ebrahimi Mohamed Elhoseiny Trevor Darrell Marcus Rohrbach CLL BDL 28 195 0 06 Jun 2019
Topic Sensitive Attention on Generic Corpora Corrects Sense Bias in Pretrained Embeddings Vihari Piratla Sunita Sarawagi Soumen Chakrabarti CLL 24 0 0 05 Jun 2019
Lifelong Learning with a Changing Action Set Yash Chandak Georgios Theocharous Chris Nota Philip S. Thomas CLL OffRL 27 29 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 23 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 23 24 0 03 Jun 2019
Episodic Memory in Lifelong Language Learning Cyprien de Masson dÁutume Sebastian Ruder Lingpeng Kong Dani Yogatama CLL KELM 51 285 0 03 Jun 2019
Continual learning with hypernetworks J. Oswald Christian Henning Benjamin Grewe João Sacramento CLL 28 352 0 03 Jun 2019
Domain Adaptive Inference for Neural Machine Translation Danielle Saunders Felix Stahlberg Adria de Gispert Bill Byrne AI4CE 29 29 0 02 Jun 2019
Incremental Few-Shot Learning for Pedestrian Attribute Recognition Liuyu Xiang Xiaoming Jin Guiguang Ding Jungong Han Leida Li CLL 8 30 0 02 Jun 2019
Large Scale Incremental Learning Yue Wu Yinpeng Chen Lijuan Wang Yuancheng Ye Zicheng Liu Yandong Guo Y. Fu CLL 47 1,239 0 30 May 2019
Meta-Learning Representations for Continual Learning Khurram Javed Martha White KELM CLL 20 318 0 29 May 2019
Limitations of the Empirical Fisher Approximation for Natural Gradient Descent Frederik Kunstner Lukas Balles Philipp Hennig 40 210 0 29 May 2019
Lifelong Bayesian Optimization Yao Zhang James Jordon Ahmed Alaa M. Schaar 43 11 0 29 May 2019
Leveraging Semantics for Incremental Learning in Multi-Relational Embeddings A. Daruna Weiyu Liu Z. Kira Sonia Chernova 25 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 30 40 0 28 May 2019
Learning Portable Representations for High-Level Planning Steven D. James Benjamin Rosman George Konidaris SSL 16 41 0 28 May 2019
Single-Net Continual Learning with Progressive Segmented Training (PST) Xiaocong Du Gouranga Charan Frank Liu Yu Cao CLL 22 12 0 28 May 2019
AI-GAs: AI-generating algorithms, an alternate paradigm for producing general artificial intelligence Jeff Clune 77 118 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 39 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 37 15 0 25 May 2019
Hebbian-Descent Jan Melchior Laurenz Wiskott 22 8 0 25 May 2019
Continual Reinforcement Learning in 3D Non-stationary Environments Vincenzo Lomonaco Karan Desai Eugenio Culurciello Davide Maltoni OffRL 23 41 0 24 May 2019
Zero-shot task adaptation by homoiconic meta-mapping Andrew Kyle Lampinen James L. McClelland 22 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 31 194 0 23 May 2019
Variational Prototype Replays for Continual Learning Mengmi Zhang Tao Wang J. Lim Gabriel Kreiman Jiashi Feng VLM CLL 19 15 0 23 May 2019