Continual Learning of Context-dependent Processing in Neural Networks

29 September 2018

Papers citing "Continual Learning of Context-dependent Processing in Neural Networks"

50 / 133 papers shown

Title
Diversifying the Mixture-of-Experts Representation for Language Models with Orthogonal Optimizer Boan Liu Liang Ding Li Shen Keqin Peng Yu Cao Dazhao Cheng Dacheng Tao MoE 36 7 0 15 Oct 2023
Elephant Neural Networks: Born to Be a Continual Learner Qingfeng Lan A. R. Mahmood CLL 42 9 0 02 Oct 2023
Class Incremental Learning via Likelihood Ratio Based Task Prediction Haowei Lin Yijia Shao W. Qian Ningxin Pan Yiduo Guo Bing-Quan Liu CLL 31 13 0 26 Sep 2023
Continual Learning From a Stream of APIs Enneng Yang Zhenyi Wang Li Shen Nan Yin Tongliang Liu Guibing Guo Xingwei Wang Dacheng Tao CLL 27 3 0 31 Aug 2023
FedSOL: Stabilized Orthogonal Learning with Proximal Restrictions in Federated Learning Gihun Lee Minchan Jeong Sangmook Kim Jaehoon Oh Se-Young Yun FedML 26 8 0 24 Aug 2023
Do You Remember? Overcoming Catastrophic Forgetting for Fake Audio Detection Xiaohui Zhang Jiangyan Yi J. Tao Chenglong Wang Chuyuan Zhang CLL 36 22 0 07 Aug 2023
A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning Zhenyi Wang Enneng Yang Li Shen Heng-Chiao Huang KELM MU 31 47 0 16 Jul 2023
Learnability and Algorithm for Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Bin Liu CLL 37 24 0 22 Jun 2023
Complementary Learning Subnetworks for Parameter-Efficient Class-Incremental Learning Depeng Li Zhigang Zeng CLL 25 1 0 21 Jun 2023
IF2Net: Innately Forgetting-Free Networks for Continual Learning Depeng Li Tianqi Wang Bingrong Xu Kenji Kawaguchi Zhigang Zeng Ponnuthurai Nagaratnam Suganthan CLL 124 2 0 18 Jun 2023
Multi-View Class Incremental Learning Depeng Li Tianqi Wang Junwei Chen Kenji Kawaguchi Cheng Lian Zhigang Zeng CLL 66 9 0 16 Jun 2023
Out-of-distribution forgetting: vulnerability of continual learning to intra-class distribution shift Liangxuan Guo Yang Chen Shan Yu OODD CLL 18 2 0 01 Jun 2023
Dealing with Cross-Task Class Discrimination in Online Continual Learning Yiduo Guo Bing-Quan Liu Dongyan Zhao CLL 26 20 0 24 May 2023
Active Continual Learning: On Balancing Knowledge Retention and Learnability Thuy-Trang Vu Shahram Khadivi Mahsa Ghorbanali Dinh Q. Phung Gholamreza Haffari CLL 11 3 0 06 May 2023
The Ideal Continual Learner: An Agent That Never Forgets Liangzu Peng Paris V. Giampouras René Vidal CLL 106 26 0 29 Apr 2023
Regularizing Second-Order Influences for Continual Learning Zhicheng Sun Yadong Mu G. Hua CLL 11 22 0 20 Apr 2023
Open-World Continual Learning: Unifying Novelty Detection and Continual Learning Gyuhak Kim Changnan Xiao Tatsuya Konishi Zixuan Ke Bin Liu CLL OODD 29 12 0 20 Apr 2023
A Study of Biologically Plausible Neural Network: The Role and Interactions of Brain-Inspired Mechanisms in Continual Learning F. Sarfraz Elahe Arani Bahram Zonooz 27 2 0 13 Apr 2023
Emergence of Symbols in Neural Networks for Semantic Understanding and Communication Yang Chen Liangxuan Guo S. Yu 14 1 0 13 Apr 2023
Guided Transfer Learning Danilo Nikolić Davor Andrić V. Nikolić 16 1 0 26 Mar 2023
Efficient Self-supervised Continual Learning with Progressive Task-correlated Layer Freezing Li Yang Sen Lin Fan Zhang Junshan Zhang Deliang Fan CLL 14 6 0 13 Mar 2023
A Survey of Geometric Optimization for Deep Learning: From Euclidean Space to Riemannian Manifold Yanhong Fei Xian Wei Yingjie Liu Zhengyu Li Mingsong Chen 20 6 0 16 Feb 2023
Online Reinforcement Learning in Non-Stationary Context-Driven Environments Pouya Hamadanian Arash Nasr-Esfahany Malte Schwarzkopf Siddartha Sen MohammadIman Alizadeh CLL OffRL 45 0 0 04 Feb 2023
Continual Learning with Scaled Gradient Projection Gobinda Saha Kaushik Roy CLL 11 26 0 02 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 36 598 0 31 Jan 2023
Restricted Orthogonal Gradient Projection for Continual Learning Zeyuan Yang Zonghan Yang Peng Li Yang Liu CLL 24 4 0 28 Jan 2023
Lifelong Reinforcement Learning with Modulating Masks Eseoghene Ben-Iwhiwhu Saptarshi Nath Praveen K. Pilly Soheil Kolouri Andrea Soltoggio CLL OffRL 32 20 0 21 Dec 2022
Bio-Inspired, Task-Free Continual Learning through Activity Regularization Francesco Lassig Pau Vilimelis Aceituno M. Sorbaro Benjamin Grewe CLL 25 8 0 08 Dec 2022
Integral Continual Learning Along the Tangent Vector Field of Tasks Tianlin Liu Aditya Golatkar Stefano Soatto Alessandro Achille CLL 14 3 0 23 Nov 2022
Continual Learning of Natural Language Processing Tasks: A Survey Zixuan Ke Bin Liu KELM CLL VLM 21 68 0 23 Nov 2022
Hierarchically Structured Task-Agnostic Continual Learning Heinke Hihn Daniel A. Braun BDL CLL 19 8 0 14 Nov 2022
Beyond Not-Forgetting: Continual Learning with Backward Knowledge Transfer Sen Lin Li Yang Deliang Fan Junshan Zhang CLL 111 42 0 01 Nov 2022
Continual task learning in natural and artificial agents Timo Flesch Andrew M. Saxe Christopher Summerfield CLL 35 24 0 10 Oct 2022
Domain Discrepancy Aware Distillation for Model Aggregation in Federated Learning Shangchao Su Bin Li Xiangyang Xue FedML 31 1 0 04 Oct 2022
Fix-A-Step: Semi-supervised Learning from Uncurated Unlabeled Data Zhe Huang Mary-Joy Sidhom B. Wessler M. C. Hughes 27 10 0 25 Aug 2022
A Multi-Head Model for Continual Learning via Out-of-Distribution Replay Gyuhak Kim Zixuan Ke Bin Liu VLM CLL OODD 15 29 0 20 Aug 2022
A Theory for Knowledge Transfer in Continual Learning Diana Benavides-Prado Patricia J. Riddle CLL 29 13 0 14 Aug 2022
S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental Learning Yabin Wang Zhiwu Huang Xiaopeng Hong CLL VLM 27 208 0 26 Jul 2022
Balancing Stability and Plasticity through Advanced Null Space in Continual Learning Yajing Kong Liu Liu Zhen Wang Dacheng Tao CLL 31 34 0 25 Jul 2022
Discrete Key-Value Bottleneck Frederik Trauble Anirudh Goyal Nasim Rahaman Michael C. Mozer Kenji Kawaguchi Yoshua Bengio Bernhard Schölkopf CLL 26 22 0 22 Jul 2022
Memory-efficient Reinforcement Learning with Value-based Knowledge Consolidation Qingfeng Lan Yangchen Pan Jun-Jie Luo A. R. Mahmood OffRL 24 6 0 22 May 2022
A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials Chuqiao Li Zhiwu Huang D. Paudel Yabin Wang Mohamad Shahbazi Xiaopeng Hong Luc Van Gool 15 48 0 11 May 2022
One-shot Federated Learning without Server-side Training Shangchao Su Bin Li Xiangyang Xue FedML 10 27 0 26 Apr 2022
Incremental Prototype Tuning for Class Incremental Learning Jieren Deng Jianhua Hu Haojian Zhang Yunkuan Wang CLL VLM 21 3 0 07 Apr 2022
Efficient Test-Time Model Adaptation without Forgetting Shuaicheng Niu Jiaxiang Wu Yifan Zhang Yaofo Chen S. Zheng P. Zhao Mingkui Tan OOD VLM TTA 28 307 0 06 Apr 2022
Modelling continual learning in humans with Hebbian context gating and exponentially decaying task signals Timo Flesch D. G. Nagy Andrew M. Saxe Christopher Summerfield 26 34 0 22 Mar 2022
Continual Learning Based on OOD Detection and Task Masking Gyuhak Kim Sepideh Esmaeilpour Changnan Xiao Bing-Quan Liu OODD CLL 22 17 0 17 Mar 2022
Memory Efficient Continual Learning with Transformers B. Ermiş Giovanni Zappella Martin Wistuba Aditya Rawal Cédric Archambeau CLL 21 42 0 09 Mar 2022
TRGP: Trust Region Gradient Projection for Continual Learning Sen Lin Li Yang Deliang Fan Junshan Zhang CLL 78 73 0 07 Feb 2022
Continual Learning with Recursive Gradient Optimization Hao Liu Huaping Liu VLM CLL 85 36 0 29 Jan 2022