Online Continual Learning on Sequences

20 March 2020

Papers citing "Online Continual Learning on Sequences"

30 / 30 papers shown

Title
Latent Replay for Real-Time Continual Learning Lorenzo Pellegrini G. Graffieti Vincenzo Lomonaco Davide Maltoni CLL 30 163 0 02 Dec 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 45 249 0 29 Jun 2019
Continual Reinforcement Learning in 3D Non-stationary Environments Vincenzo Lomonaco Karan Desai Eugenio Culurciello Davide Maltoni OffRL 25 41 0 24 May 2019
RoboTurk: A Crowdsourcing Platform for Robotic Skill Learning through Imitation Mehdi Letafati Yuke Zhu Animesh Garg Jonathan Booher Max Spero ... John Emmons Anchit Gupta Emre Orbay Silvio Savarese Li Fei-Fei OffRL 57 290 0 07 Nov 2018
On the role of neurogenesis in overcoming catastrophic forgetting G. I. Parisi Jongsoo Keum Hojung Nam CLL OffRL 28 13 0 06 Nov 2018
Don't forget, there is more than forgetting: new metrics for Continual Learning Natalia Díaz Rodríguez Vincenzo Lomonaco David Filliat Davide Maltoni CLL 26 160 0 31 Oct 2018
Memory Efficient Experience Replay for Streaming Learning Tyler L. Hayes N. Cahill Christopher Kanan 24 229 0 16 Sep 2018
Memory Replay GANs: learning to generate images from new categories without forgetting Chenshen Wu Luis Herranz Xialei Liu Yaxing Wang Joost van de Weijer Bogdan Raducanu CLL VLM GAN 30 194 0 06 Sep 2018
Continuous Learning in Single-Incremental-Task Scenarios Davide Maltoni Vincenzo Lomonaco CLL 58 307 0 22 Jun 2018
Lifelong Learning of Spatiotemporal Representations with Dual-Memory Recurrent Self-Organization G. I. Parisi Jun Tani C. Weber S. Wermter CLL 32 130 0 28 May 2018
Unicorn: Continual Learning with a Universal, Off-policy Agent D. Mankowitz Augustin Žídek André Barreto Dan Horgan Matteo Hessel John Quan Junhyuk Oh H. V. Hasselt David Silver Tom Schaul CLL OffRL 40 48 0 22 Feb 2018
Continual Lifelong Learning with Neural Networks: A Review G. I. Parisi Ronald Kemker Jose L. Part Christopher Kanan S. Wermter KELM CLL 99 2,854 0 21 Feb 2018
An Incremental Self-Organizing Architecture for Sensorimotor Learning and Prediction L. Mici G. I. Parisi S. Wermter 18 17 0 22 Dec 2017
FearNet: Brain-Inspired Model for Incremental Learning Ronald Kemker Christopher Kanan CLL 68 476 0 28 Nov 2017
A self-organizing neural network architecture for learning human-object interactions L. Mici G. I. Parisi S. Wermter 24 35 0 05 Oct 2017
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 82 8,807 0 25 Aug 2017
Measuring Catastrophic Forgetting in Neural Networks Ronald Kemker Marc McClure Angelina Abitino Tyler L. Hayes Christopher Kanan CLL 81 713 0 07 Aug 2017
Gradient Episodic Memory for Continual Learning David Lopez-Paz MarcÁurelio Ranzato VLM CLL 58 2,684 0 26 Jun 2017
Continual Learning with Deep Generative Replay Hanul Shin Jung Kwon Lee Jaehong Kim Jiwon Kim KELM CLL 52 2,051 0 24 May 2017
CORe50: a New Dataset and Benchmark for Continuous Object Recognition Vincenzo Lomonaco Davide Maltoni 88 490 0 09 May 2017
Batch Renormalization: Towards Reducing Minibatch Dependence in Batch-Normalized Models Sergey Ioffe BDL 35 538 0 10 Feb 2017
Overcoming catastrophic forgetting in neural networks J. Kirkpatrick Razvan Pascanu Neil C. Rabinowitz J. Veness Guillaume Desjardins ... A. Grabska-Barwinska Demis Hassabis Claudia Clopath D. Kumaran R. Hadsell CLL 187 7,410 0 02 Dec 2016
iCaRL: Incremental Classifier and Representation Learning Sylvestre-Alvise Rebuffi Alexander Kolesnikov G. Sperl Christoph H. Lampert CLL OOD 74 3,713 0 23 Nov 2016
Sim-to-Real Robot Learning from Pixels with Progressive Nets Andrei A. Rusu Matej Vecerík Thomas Rothörl N. Heess Razvan Pascanu R. Hadsell 60 532 0 13 Oct 2016
Learning without Forgetting Zhizhong Li Derek Hoiem CLL OOD SSL 210 4,357 0 29 Jun 2016
Progressive Neural Networks Andrei A. Rusu Neil C. Rabinowitz Guillaume Desjardins Hubert Soyer J. Kirkpatrick Koray Kavukcuoglu Razvan Pascanu R. Hadsell CLL AI4CE 33 2,428 0 15 Jun 2016
Neural Programmer-Interpreters Scott E. Reed Nando de Freitas 57 408 0 19 Nov 2015
Semi-supervised Tuning from Temporal Coherence Davide Maltoni Vincenzo Lomonaco 16 17 0 10 Nov 2015
LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop Feng Yu Ari Seff Yinda Zhang Shuran Song Thomas Funkhouser Jianxiong Xiao 33 2,320 0 10 Jun 2015
The Arcade Learning Environment: An Evaluation Platform for General Agents Marc G. Bellemare Yavar Naddaf J. Veness Michael Bowling 44 2,992 0 19 Jul 2012