Dynamically Modular and Sparse General Continual Learning

2 January 2023

Papers citing "Dynamically Modular and Sparse General Continual Learning"

26 / 26 papers shown

Title
Reinforcement learning Florentin Wörgötter 82 2,534 0 16 May 2024
Probing Representation Forgetting in Supervised and Unsupervised Continual Learning Mohammad-Javad Davari Nader Asadi Sudhir Mudur Rahaf Aljundi Eugene Belilovsky CLL KELM 48 76 0 24 Mar 2022
Sparsity and Heterogeneous Dropout for Continual Learning in the Null Space of Neural Activations Ali Abbasi Parsa Nooralinejad Vladimir Braverman Hamed Pirsiavash Soheil Kolouri CLL 62 17 0 12 Mar 2022
Learning to Prompt for Continual Learning Zifeng Wang Zizhao Zhang Chen-Yu Lee Han Zhang Ruoxi Sun Xiaoqi Ren Guolong Su Vincent Perot Jennifer Dy Tomas Pfister CLL VPVLM KELM VLM 101 785 0 16 Dec 2021
Continual Learning via Local Module Composition O. Ostapenko Pau Rodríguez López Massimo Caccia Laurent Charlin KELM CLL 101 67 0 15 Nov 2021
Efficient Continual Learning with Modular Networks and Task-Driven Priors Tom Véniat Ludovic Denoyer MarcÁurelio Ranzato CLL 73 98 0 23 Dec 2020
Inductive Biases for Deep Learning of Higher-Level Cognition Anirudh Goyal Yoshua Bengio AI4CE 80 361 0 30 Nov 2020
Routing Networks with Co-training for Continual Learning Mark Collier Efi Kokiopoulou Andrea Gesmundo Jesse Berent CLL 70 15 0 09 Sep 2020
Dark Experience for General Continual Learning: a Strong, Simple Baseline Pietro Buzzega Matteo Boschini Angelo Porrello Davide Abati Simone Calderara BDL CLL 85 914 0 15 Apr 2020
Conditional Channel Gated Networks for Task-Aware Continual Learning Davide Abati Jakub M. Tomczak Tijmen Blankevoort Simone Calderara Rita Cucchiara B. Bejnordi CLL 74 186 0 31 Mar 2020
Triple Wins: Boosting Accuracy, Robustness and Efficiency Together by Enabling Input-Adaptive Inference Ting-Kuei Hu Tianlong Chen Haotao Wang Zhangyang Wang OOD AAML 3DH 59 84 0 24 Feb 2020
Continual Learning with Adaptive Weights (CLAW) T. Adel Han Zhao Richard Turner CLL 45 73 0 21 Nov 2019
Efficient Lifelong Learning with A-GEM Arslan Chaudhry MarcÁurelio Ranzato Marcus Rohrbach Mohamed Elhoseiny CLL 210 1,456 0 02 Dec 2018
Learning to Learn without Forgetting by Maximizing Transfer and Minimizing Interference Matthew D Riemer Ignacio Cases R. Ajemian Miao Liu Irina Rish Y. Tu Gerald Tesauro CLL 93 787 0 29 Oct 2018
Towards Robust Evaluations of Continual Learning Sebastian Farquhar Y. Gal CLL 93 307 0 24 May 2018
Progress & Compress: A scalable framework for continual learning Jonathan Richard Schwarz Jelena Luketina Wojciech M. Czarnecki A. Grabska-Barwinska Yee Whye Teh Razvan Pascanu R. Hadsell CLL 125 889 0 16 May 2018
Selective Experience Replay for Lifelong Learning David Isele Akansel Cosgun CLL 88 457 0 28 Feb 2018
Convolutional Networks with Adaptive Inference Graphs Andreas Veit Serge J. Belongie OOD GNN 95 385 0 30 Nov 2017
SkipNet: Learning Dynamic Routing in Convolutional Networks Xin Wang Feng Yu Zi-Yi Dou Trevor Darrell Joseph E. Gonzalez 101 636 0 26 Nov 2017
BlockDrop: Dynamic Inference Paths in Residual Networks Zuxuan Wu Tushar Nagarajan Abhishek Kumar Steven J. Rennie L. Davis Kristen Grauman Rogerio Feris 95 466 0 22 Nov 2017
Not All Pixels Are Equal: Difficulty-aware Semantic Segmentation via Deep Layer Cascade Xiaoxiao Li Ziwei Liu Ping Luo Chen Change Loy Xiaoou Tang 147 264 0 05 Apr 2017
Adaptive Neural Networks for Efficient Inference Tolga Bolukbasi Joseph Wang O. Dekel Venkatesh Saligrama 51 355 0 25 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 369 7,518 0 02 Dec 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Conditional Computation in Neural Networks for faster models Emmanuel Bengio Pierre-Luc Bacon Joelle Pineau Doina Precup AI4CE 157 321 0 19 Nov 2015
How transferable are features in deep neural networks? J. Yosinski Jeff Clune Yoshua Bengio Hod Lipson OOD 231 8,336 0 06 Nov 2014