PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning

15 November 2017

Papers citing "PackNet: Adding Multiple Tasks to a Single Network by Iterative Pruning"

34 / 734 papers shown

Title
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 19 248 0 29 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 19 94 0 12 Jun 2019
Uncertainty-guided Continual Learning with Bayesian Neural Networks Sayna Ebrahimi Mohamed Elhoseiny Trevor Darrell Marcus Rohrbach CLL BDL 21 195 0 06 Jun 2019
Continual learning with hypernetworks J. Oswald Christian Henning Benjamin Grewe João Sacramento CLL 10 349 0 03 Jun 2019
Progressive Learning of Low-Precision Networks Zhengguang Zhou Wen-gang Zhou Xutao Lv Xuan Huang Xiaoyu Wang Houqiang Li MQ 44 11 0 28 May 2019
Uncertainty-based Continual Learning with Adaptive Regularization Hongjoon Ahn Sungmin Cha Donggyu Lee Taesup Moon BDL 24 209 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
Budget-Aware Adapters for Multi-Domain Learning Rodrigo Berriel Stéphane Lathuilière Moin Nabi T. Klein Thiago Oliveira-Santos N. Sebe Elisa Ricci OOD 22 41 0 15 May 2019
Towards Efficient Model Compression via Learned Global Ranking Ting-Wu Chin Ruizhou Ding Cha Zhang Diana Marculescu 16 170 0 28 Apr 2019
Deep Virtual Networks for Memory Efficient Inference of Multiple Tasks Eunwoo Kim Chanho Ahn Philip Torr Songhwai Oh 23 12 0 09 Apr 2019
M2KD: Multi-model and Multi-level Knowledge Distillation for Incremental Learning Peng Zhou Long Mai Jianming Zhang N. Xu Zuxuan Wu L. Davis CLL VLM 18 54 0 03 Apr 2019
The RGB-D Triathlon: Towards Agile Visual Toolboxes for Robots Fabio Cermelli Massimiliano Mancini Elisa Ricci Barbara Caputo 29 3 0 01 Apr 2019
Many Task Learning with Task Routing Gjorgji Strezoski Nanne van Noord M. Worring MoE 24 96 0 28 Mar 2019
Gradient based sample selection for online continual learning Rahaf Aljundi Min Lin Baptiste Goujaud Yoshua Bengio BDL CLL 50 801 0 20 Mar 2019
Class-incremental Learning via Deep Model Consolidation Junting Zhang Jie Zhang Shalini Ghosh Dawei Li Serafettin Tasci Larry Heck Heming Zhang C.-C. Jay Kuo CLL 27 334 0 19 Mar 2019
Dense Classification and Implanting for Few-Shot Learning Yann Lifchitz Yannis Avrithis Sylvaine Picard Andrei Bursuc VLM 11 197 0 12 Mar 2019
Online Meta-Learning Chelsea Finn Aravind Rajeswaran Sham Kakade Sergey Levine CLL 33 248 0 22 Feb 2019
Incremental Learning with Maximum Entropy Regularization: Rethinking Forgetting and Intransigence Dahyun Kim Jihwan Bae Yeonsik Jo Jonghyun Choi OOD CLL 30 20 0 03 Feb 2019
Overcoming Catastrophic Forgetting by Soft Parameter Pruning Jian-wei Peng Jiang Hao Zhuo Li Enqiang Guo X. Wan Min Deng Qing Zhu Haifeng Li CLL 20 4 0 04 Dec 2018
Incremental Learning for Semantic Segmentation of Large-Scale Remote Sensing Data O. Tasar Y. Tarabalka Pierre Alliez CLL 6 126 0 29 Oct 2018
Marginal Replay vs Conditional Replay for Continual Learning Timothée Lesort A. Gepperth Andrei Stoian David Filliat BDL 35 34 0 29 Oct 2018
Layer-compensated Pruning for Resource-constrained Convolutional Neural Networks Ting-Wu Chin Cha Zhang Diana Marculescu 29 46 0 01 Oct 2018
StackNet: Stacking Parameters for Continual learning Jangho Kim Jeesoo Kim Nojun Kwak CLL 27 6 0 07 Sep 2018
Catastrophic Importance of Catastrophic Forgetting Albert Ierusalem CLL AI4CE 14 2 0 20 Aug 2018
Learning Visual Question Answering by Bootstrapping Hard Attention Mateusz Malinowski Carl Doersch Adam Santoro Peter W. Battaglia OOD 27 96 0 01 Aug 2018
The Natural Language Decathlon: Multitask Learning as Question Answering Bryan McCann N. Keskar Caiming Xiong R. Socher AIMat MLLM BDL 25 640 0 20 Jun 2018
Selfless Sequential Learning Rahaf Aljundi Marcus Rohrbach Tinne Tuytelaars CLL 28 114 0 14 Jun 2018
Adding New Tasks to a Single Network with Weight Transformations using Binary Masks Massimiliano Mancini Elisa Ricci Barbara Caputo Samuel Rota Buló 25 51 0 28 May 2018
Meta Transfer Learning for Facial Emotion Recognition Dung Nguyen Tien Kien Nguyen Sridha Sridharan Iman Abbasnejad David Dean Clinton Fookes 11 18 0 25 May 2018
Pixel-wise Attentional Gating for Parsimonious Pixel Labeling Shu Kong Charless C. Fowlkes 52 40 0 03 May 2018
Cortex Neural Network: learning with Neural Network groups Liyao (Mars) Gao 6 1 0 10 Apr 2018
Alleviating catastrophic forgetting using context-dependent gating and synaptic stabilization Nicolas Y. Masse Gregory D. Grant David J. Freedman 24 279 0 02 Feb 2018
Piggyback: Adapting a Single Network to Multiple Tasks by Learning to Mask Weights Arun Mallya Dillon Davis Svetlana Lazebnik CLL 15 35 0 19 Jan 2018
Overcoming catastrophic forgetting with hard attention to the task Joan Serrà Dídac Surís M. Miron Alexandros Karatzoglou CLL 41 1,050 0 04 Jan 2018