Conditional Channel Gated Networks for Task-Aware Continual Learning

31 March 2020

Papers citing "Conditional Channel Gated Networks for Task-Aware Continual Learning"

50 / 107 papers shown

Title
CogniSNN: A First Exploration to Random Graph Architecture based Spiking Neural Networks with Enhanced Expandability and Neuroplasticity Yongsheng Huang Peibo Duan Zhipeng Liu Kai Sun Changsheng Zhang Bin Zhang Mingkun Xu GNN 42 0 0 09 May 2025
Boosting-inspired online learning with transfer for railway maintenance Diogo Risca Afonso Lourenço Goreti Marreiros 16 0 0 11 Apr 2025
Achieving Upper Bound Accuracy of Joint Training in Continual Learning Saleh Momeni Bing Liu CLL 80 1 0 17 Feb 2025
In-context Continual Learning Assisted by an External Continual Learner Saleh Momeni Sahisnu Mazumder Zixuan Ke Bing Liu CLL 77 0 0 20 Dec 2024
SAFE: Slow and Fast Parameter-Efficient Tuning for Continual Learning with Pre-Trained Models Linglan Zhao Xuerui Zhang K. Yan Shouhong Ding Weiran Huang CLL 39 0 0 04 Nov 2024
Class Incremental Learning with Task-Specific Batch Normalization and Out-of-Distribution Detection Xuchen Xie Yiqiao Qiu Run Lin Weishi Zheng Ruixuan Wang CLL 38 0 0 01 Nov 2024
Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach Chaoxi Niu Guansong Pang Ling-Hao Chen Bing Liu CLL 26 3 0 14 Oct 2024
Constructing Enhanced Mutual Information for Online Class-Incremental Learning Huan Zhang Fan Lyu Shenghua Fan Yujin Zheng Dingwen Wang CLL 32 0 0 26 Jul 2024
Integrating Present and Past in Unsupervised Continual Learning Yipeng Zhang Laurent Charlin R. Zemel Mengye Ren CLL 16 2 0 29 Apr 2024
Make Continual Learning Stronger via C-Flat Ang Bian Wei Li Hangjie Yuan Chengrong Yu Zixiang Zhao Mang Wang Aojun Lu Tao Feng 24 7 0 01 Apr 2024
Exploring Dynamic Transformer for Efficient Object Tracking Jiawen Zhu Xin Chen Haiwen Diao Shuai Li Jun-Yan He Chenyang Li Bin Luo Dong Wang Huchuan Lu 41 2 0 26 Mar 2024
A Benchmark Grocery Dataset of Realworld Point Clouds From Single View Shivanand Venkanna Sheshappanavar Tejas Anvekar Shivanand Kundargi Yufan Wang Chandra Kambhamettu 22 3 0 12 Feb 2024
OVOR: OnePrompt with Virtual Outlier Regularization for Rehearsal-Free Class-Incremental Learning Wei-Cheng Huang Chun-Fu Chen Hsiang Hsu VLM 20 11 0 06 Feb 2024
Few-Shot Class-Incremental Learning with Prior Knowledge Wenhao Jiang Duo Li Menghan Hu Guangtao Zhai Xiaokang Yang Xiao-Ping Zhang CLL 36 1 0 02 Feb 2024
Class Gradient Projection For Continual Learning Cheng Chen Ji Zhang Jingkuan Song Lianli Gao CLL 11 16 0 25 Nov 2023
Density Distribution-based Learning Framework for Addressing Online Continual Learning Challenges Shilin Zhang Jiahui Wang CLL 14 0 0 22 Nov 2023
Robust Feature Learning and Global Variance-Driven Classifier Alignment for Long-Tail Class Incremental Learning Jaya Kalla Soma Biswas CLL 14 5 0 02 Nov 2023
Wakening Past Concepts without Past Data: Class-Incremental Learning from Online Placebos Yaoyao Liu Yingying Li Bernt Schiele Qianru Sun CLL OnRL 11 7 0 24 Oct 2023
Memory-Efficient Continual Learning Object Segmentation for Long Video Amir Nazemi Mohammad Javad Shafiee Zahra Gharaee Paul Fieguth VOS CLL 9 0 0 26 Sep 2023
Class Incremental Learning via Likelihood Ratio Based Task Prediction Haowei Lin Yijia Shao W. Qian Ningxin Pan Yiduo Guo Bing-Quan Liu CLL 8 13 0 26 Sep 2023
Towards Fully Decoupled End-to-End Person Search Pengcheng Zhang Xiao Bai Jingyi Zheng Xin Ning 14 1 0 10 Sep 2023
ScrollNet: Dynamic Weight Importance for Continual Learning Fei Yang Kai Wang Joost van de Weijer 22 4 0 31 Aug 2023
When Prompt-based Incremental Learning Does Not Meet Strong Pretraining Yuyao Tang Yifan Peng Weiwen Zheng CLL VLM 15 30 0 21 Aug 2023
SATHUR: Self Augmenting Task Hallucinal Unified Representation for Generalized Class Incremental Learning Sathursan Kanagarajah Thanuja D. Ambegoda Ranga Rodrigo CLL 11 0 0 13 Aug 2023
Heterogeneous Forgetting Compensation for Class-Incremental Learning Jiahua Dong Wenqi Liang Yang Cong Gan Sun CLL 19 19 0 07 Aug 2023
Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants Yibo Yang Haobo Yuan Xiangtai Li Jianlong Wu Lefei Zhang Zhouchen Lin Philip H. S. Torr Dacheng Tao Bernard Ghanem CLL 22 8 0 03 Aug 2023
Balanced Destruction-Reconstruction Dynamics for Memory-replay Class Incremental Learning Yuhang Zhou Jiangchao Yao Feng Hong Ya-Qin Zhang Yanfeng Wang 20 6 0 03 Aug 2023
Learnability and Algorithm for Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Bin Liu CLL 29 23 0 22 Jun 2023
IBCL: Zero-shot Model Generation for Task Trade-offs in Continual Learning Pengyuan Lu Michele Caprio Eric Eaton Insup Lee VLM 13 1 0 24 May 2023
Dealing with Cross-Task Class Discrimination in Online Continual Learning Yiduo Guo Bing-Quan Liu Dongyan Zhao CLL 23 20 0 24 May 2023
Open-World Continual Learning: Unifying Novelty Detection and Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bin Liu CLL OODD 21 12 0 20 Apr 2023
Cross-Class Feature Augmentation for Class Incremental Learning Taehoon Kim Jaeyoo Park Bohyung Han CLL 22 5 0 04 Apr 2023
Class-Incremental Exemplar Compression for Class-Incremental Learning Zilin Luo Yaoyao Liu Bernt Schiele Qianru Sun VLM CLL 73 44 0 24 Mar 2023
Adiabatic replay for continual learning Alexander Krawczyk A. Gepperth 14 2 0 23 Mar 2023
Computationally Budgeted Continual Learning: What Does Matter? Ameya Prabhu Hasan Hammoud P. Dokania Philip H. S. Torr Ser-Nam Lim Bernard Ghanem Adel Bibi CLL 17 60 0 20 Mar 2023
Achieving a Better Stability-Plasticity Trade-off via Auxiliary Networks in Continual Learning Sang-Ho Kim Lorenzo Noci Antonio Orvieto Thomas Hofmann CLL 22 34 0 16 Mar 2023
Knowledge Restore and Transfer for Multi-label Class-Incremental Learning Songlin Dong Haoyu Luo Yuhang He Xing Wei Yihong Gong KELM CLL 13 7 0 26 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 19 585 0 31 Jan 2023
Towards Continual Egocentric Activity Recognition: A Multi-modal Egocentric Activity Dataset for Continual Learning Linfeng Xu Qingbo Wu Lili Pan Fanman Meng Hongliang Li Chiyuan He Hanxin Wang Shaoxu Cheng Yunshu Dai EgoV HAI 23 23 0 26 Jan 2023
Adaptively Integrated Knowledge Distillation and Prediction Uncertainty for Continual Learning Kanghao Chen Sijia Liu Ruixuan Wang Weishi Zheng KELM CLL 14 0 0 18 Jan 2023
RMM: Reinforced Memory Management for Class-Incremental Learning Yaoyao Liu Bernt Schiele Qianru Sun CLL 16 92 0 14 Jan 2023
Online Hyperparameter Optimization for Class-Incremental Learning Yaoyao Liu Yingying Li Bernt Schiele Qianru Sun CLL 10 31 0 11 Jan 2023
Dynamically Modular and Sparse General Continual Learning Arnav Varma Elahe Arani Bahram Zonooz 11 1 0 02 Jan 2023
Exemplar-free Continual Learning of Vision Transformers via Gated Class-Attention and Cascaded Feature Drift Compensation Marco Cotogni Fei Yang C. Cusano Andrew D. Bagdanov Joost van de Weijer CLL 9 0 0 22 Nov 2022
A Theoretical Study on Solving Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bin Liu CLL 14 70 0 04 Nov 2022
Exclusive Supermask Subnetwork Training for Continual Learning Prateek Yadav Mohit Bansal CLL 16 5 0 18 Oct 2022
On the Effectiveness of Lipschitz-Driven Rehearsal in Continual Learning Lorenzo Bonicelli Matteo Boschini Angelo Porrello C. Spampinato Simone Calderara CLL 8 44 0 12 Oct 2022
Anti-Retroactive Interference for Lifelong Learning Runqi Wang Yuxiang Bao Baochang Zhang Jianzhuang Liu Wentao Zhu Guodong Guo KELM CLL 13 20 0 27 Aug 2022
SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge Xiaofan Yu Yunhui Guo Sicun Gao Tajana Simunic CLL SSL 19 14 0 24 Aug 2022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Gyuhak Kim Zixuan Ke Bin Liu VLM CLL OODD 10 29 0 20 Aug 2022