Towards Robust Evaluations of Continual Learning

24 May 2018

Papers citing "Towards Robust Evaluations of Continual Learning"

50 / 191 papers shown

Title
Algorithmic insights on continual learning from fruit flies Yang Shen S. Dasgupta Saket Navlakha 29 13 0 15 Jul 2021
Continual Learning in the Teacher-Student Setup: Impact of Task Similarity Sebastian Lee Sebastian Goldt Andrew M. Saxe CLL 24 73 0 09 Jul 2021
Generative Feature-driven Image Replay for Continual Learning Kevin Thandiackal Tiziano Portenier Andrea Giovannini M. Gabrani O. Goksel CLL VLM DiffM 13 9 0 09 Jun 2021
Model Zoo: A Growing "Brain" That Learns Continually Rahul Ramesh Pratik Chaudhari CLL FedML 11 60 0 06 Jun 2021
Same State, Different Task: Continual Reinforcement Learning without Interference Samuel Kessler Jack Parker-Holder Philip J. Ball S. Zohren Stephen J. Roberts CLL OffRL 11 46 0 05 Jun 2021
A Procedural World Generation Framework for Systematic Evaluation of Continual Learning Timm Hess Martin Mundt Iuliia Pliushch Visvanathan Ramesh 14 6 0 04 Jun 2021
Continual Learning in Deep Networks: an Analysis of the Last Layer Timothée Lesort Thomas George Irina Rish KELM 16 22 0 03 Jun 2021
Continual World: A Robotic Benchmark For Continual Reinforcement Learning Maciej Wołczyk Michal Zajkac Razvan Pascanu Lukasz Kuciñski Piotr Milo's CLL OffRL 4 89 0 23 May 2021
ACAE-REMIND for Online Continual Learning with Compressed Feature Replay Kai Wang Luis Herranz Joost van de Weijer CLL 24 14 0 18 May 2021
Continual Learning on the Edge with TensorFlow Lite Giorgos Demosthenous Vassilis Vassiliades CLL 31 21 0 05 May 2021
Class-Incremental Learning with Generative Classifiers Gido M. van de Ven Zhe Li A. Tolias BDL 44 58 0 20 Apr 2021
Continual Learning in Sensor-based Human Activity Recognition: an Empirical Benchmark Analysis Saurav Jha Martin Schiemer F. Zambonelli Juan Ye 21 48 0 19 Apr 2021
Continual Learning with Fully Probabilistic Models Benedikt Pfülb A. Gepperth Benedikt Bagus BDL 22 7 0 19 Apr 2021
Overcoming Catastrophic Forgetting with Gaussian Mixture Replay Benedikt Pfülb A. Gepperth VLM BDL 16 12 0 19 Apr 2021
Neural Architecture Search of Deep Priors: Towards Continual Learning without Catastrophic Interference Martin Mundt Iuliia Pliushch Visvanathan Ramesh UQCV BDL 27 6 0 14 Apr 2021
New Insights on Reducing Abrupt Representation Change in Online Continual Learning Lucas Page-Caccia Rahaf Aljundi Nader Asadi Tinne Tuytelaars Joelle Pineau Eugene Belilovsky CLL 21 185 0 11 Apr 2021
Distilled Replay: Overcoming Forgetting through Synthetic Samples Andrea Rosasco Antonio Carta Andrea Cossu Vincenzo Lomonaco D. Bacciu DD 19 47 0 29 Mar 2021
Addressing catastrophic forgetting for medical domain expansion Sharut Gupta Praveer Singh Ken Chang Liangqiong Qu M. Aggarwal ... J. Patel Charles Lu Christopher P. Bridge D. Rubin Jayashree Kalpathy-Cramer OOD 21 17 0 24 Mar 2021
ZS-IL: Looking Back on Learned Experiences For Zero-Shot Incremental Learning Mozhgan Pourkeshavarz Mohammad Sabokrou CLL VLM 25 0 0 22 Mar 2021
Gradient Projection Memory for Continual Learning Gobinda Saha Isha Garg Kaushik Roy VLM CLL 39 266 0 17 Mar 2021
Continual Learning for Recurrent Neural Networks: an Empirical Evaluation Andrea Cossu Antonio Carta Vincenzo Lomonaco D. Bacciu CLL 28 107 0 12 Mar 2021
Posterior Meta-Replay for Continual Learning Christian Henning Maria R. Cervera Francesco DÁngelo J. Oswald Regina Traber Benjamin Ehret Seijin Kobayashi Benjamin Grewe João Sacramento CLL BDL 51 54 0 01 Mar 2021
Continual Learning for Blind Image Quality Assessment Weixia Zhang Dingquan Li Chao Ma Guangtao Zhai Xiaokang Yang Kede Ma VLM 17 86 0 19 Feb 2021
Does the Adam Optimizer Exacerbate Catastrophic Forgetting? Dylan R. Ashley Sina Ghiassian R. Sutton AAML 9 7 0 15 Feb 2021
How do Quadratic Regularizers Prevent Catastrophic Forgetting: The Role of Interpolation Ekdeep Singh Lubana Puja Trivedi Danai Koutra Robert P. Dick 35 11 0 04 Feb 2021
Online Continual Learning in Image Classification: An Empirical Survey Zheda Mai Ruiwen Li Jihwan Jeong David Quispe Hyunwoo J. Kim Scott Sanner VLM CLL 28 407 0 25 Jan 2021
Learning Invariant Representation for Continual Learning Ghada Sokar D. Mocanu Mykola Pechenizkiy BDL CLL 22 16 0 15 Jan 2021
CLeaR: An Adaptive Continual Learning Framework for Regression Tasks Yujiang He Bernhard Sick CLL 49 38 0 04 Jan 2021
Continual Lifelong Learning in Natural Language Processing: A Survey Magdalena Biesialska Katarzyna Biesialska Marta R. Costa-jussá KELM CLL 16 215 0 17 Dec 2020
Continual Adaptation of Visual Representations via Domain Randomization and Meta-learning Riccardo Volpi Diane Larlus Grégory Rogez VLM OOD CLL 20 74 0 08 Dec 2020
Overcoming Catastrophic Forgetting via Direction-Constrained Optimization Yunfei Teng A. Choromańska Murray Campbell Songtao Lu Parikshit Ram L. Horesh CLL 19 2 0 25 Nov 2020
Energy-Based Models for Continual Learning Shuang Li Yilun Du Gido M. van de Ven Igor Mordatch 19 42 0 24 Nov 2020
Class-incremental Learning with Pre-allocated Fixed Classifiers F. Pernici Matteo Bruni C. Baecchi F. Turchini A. Bimbo CLL 23 37 0 16 Oct 2020
Rethinking Experience Replay: a Bag of Tricks for Continual Learning Pietro Buzzega Matteo Boschini Angelo Porrello Simone Calderara CLL 12 146 0 12 Oct 2020
Linear Mode Connectivity in Multitask and Continual Learning Seyed Iman Mirzadeh Mehrdad Farajtabar Dilan Görür Razvan Pascanu H. Ghasemzadeh CLL 29 137 0 09 Oct 2020
A Theoretical Analysis of Catastrophic Forgetting through the NTK Overlap Matrix T. Doan Mehdi Abbana Bennani Bogdan Mazoure Guillaume Rabusseau Pierre Alquier CLL 15 80 0 07 Oct 2020
Sequential Changepoint Detection in Neural Networks with Checkpoints Michalis K. Titsias Jakub Sygnowski Yutian Chen BDL 6 11 0 06 Oct 2020
Meta-Learning with Sparse Experience Replay for Lifelong Language Learning Nithin Holla Pushkar Mishra H. Yannakoudakis Ekaterina Shutova KELM CLL 6 21 0 10 Sep 2020
Imbalanced Continual Learning with Partitioning Reservoir Sampling C. Kim Jinseo Jeong Gunhee Kim CLL 19 101 0 08 Sep 2020
A Wholistic View of Continual Learning with Deep Neural Networks: Forgotten Lessons and the Bridge to Active and Open World Learning Martin Mundt Yongjun Hong Iuliia Pliushch Visvanathan Ramesh CLL 22 146 0 03 Sep 2020
Online Class-Incremental Continual Learning with Adversarial Shapley Value Dongsub Shim Zheda Mai Jihwan Jeong Scott Sanner Hyunwoo J. Kim Jongseong Jang CLL 6 6 0 31 Aug 2020
Online Continual Learning under Extreme Memory Constraints Enrico Fini Stéphane Lathuilière E. Sangineto Moin Nabi Elisa Ricci CLL 27 63 0 04 Aug 2020
Drinking from a Firehose: Continual Learning with Web-scale Natural Language Hexiang Hu Ozan Sener Fei Sha V. Koltun CLL 27 27 0 18 Jul 2020
Neuromodulated Neural Architectures with Local Error Signals for Memory-Constrained Online Continual Learning Sandeep Madireddy A. Yanguas-Gil Prasanna Balaprakash CLL 11 0 0 16 Jul 2020
SpaceNet: Make Free Space For Continual Learning Ghada Sokar D. Mocanu Mykola Pechenizkiy CLL 13 78 0 15 Jul 2020
Continual Learning: Tackling Catastrophic Forgetting in Deep Neural Networks with Replay Processes Timothée Lesort CLL 10 21 0 01 Jul 2020
Continual Learning from the Perspective of Compression Xu He Min-Bin Lin CLL 6 3 0 26 Jun 2020
OvA-INN: Continual Learning with Invertible Neural Networks Guillaume Hocquet O. Bichler D. Querlioz BDL CLL 6 12 0 24 Jun 2020
Automatic Recall Machines: Internal Replay, Continual Learning and the Brain Xu Ji Joao Henriques Tinne Tuytelaars Andrea Vedaldi KELM 17 10 0 22 Jun 2020
Optimization and Generalization of Regularization-Based Continual Learning: a Loss Approximation Viewpoint Dong Yin Mehrdad Farajtabar Ang Li Nir Levine Alex Mott CLL 8 21 0 19 Jun 2020