Task-Free Continual Learning

10 December 2018

Tinne Tuytelaars

Papers citing "Task-Free Continual Learning"

50 / 219 papers shown

Title
Reinforced Interactive Continual Learning via Real-time Noisy Human Feedback Yutao Yang Jie Zhou Junsong Li Qianjun Pan Bihao Zhan Qin Chen Xipeng Qiu Liang He CLL 29 0 0 15 May 2025
Continual Reinforcement Learning via Autoencoder-Driven Task and New Environment Recognition Zeki Doruk Erden Donia Gasmi Boi Faltings CLL 31 0 0 13 May 2025
Autoencoder-Based Hybrid Replay for Class-Incremental Learning Milad Khademi Nori Il Kim Guanghui Wang CLL 50 0 0 09 May 2025
Improvements of Dark Experience Replay and Reservoir Sampling towards Better Balance between Consolidation and Plasticity Taisuke Kobayashi CLL 41 0 0 29 Apr 2025
Parameter-Efficient Continual Fine-Tuning: A Survey Eric Nuertey Coleman Luigi Quarantiello Ziyue Liu Qinwen Yang Samrat Mukherjee J. Hurtado Vincenzo Lomonaco CLL 29 0 0 18 Apr 2025
Explainability and Continual Learning meet Federated Learning at the Network Edge Thomas Tsouparopoulos Iordanis Koutsopoulos FedML 39 0 0 11 Apr 2025
Optimized 3D Gaussian Splatting using Coarse-to-Fine Image Frequency Modulation Umar Farooq Jean-Yves Guillemaut Adrian Hilton M. Volino 3DGS 72 0 0 18 Mar 2025
EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental Learning Simone Magistri Tomaso Trinci Albin Soutif--Cormerais Joost van de Weijer Andrew D. Bagdanov 45 0 0 13 Mar 2025
A Comprehensive Survey of Mixture-of-Experts: Algorithms, Theory, and Applications Siyuan Mu Sen Lin MoE 153 2 0 10 Mar 2025
Online Prototypes and Class-Wise Hypergradients for Online Continual Learning with Pre-Trained Models Nicolas Michel Maorong Wang Jiangpeng He Toshihiko Yamasaki CLL 59 0 0 26 Feb 2025
Disentangling Long-Short Term State Under Unknown Interventions for Online Time Series Forecasting Ruichu Cai Haiqin Huang Zhifang Jiang Zijian Li Changze Zhou Yuequn Liu Yuming Liu Zhifeng Hao AI4TS CML 58 1 0 18 Feb 2025
Lightweight Online Adaption for Time Series Foundation Model Forecasts Thomas L. Lee William Toner Rajkarn Singh Artjom Joosem Martin Asenov AI4TS 38 0 0 18 Feb 2025
$Online Curvature-Aware Replay: Leveraging $\mathbf{2^{nd}}$ Order Information for Online Continual Learning$ Online Curvature-Aware Replay: Leveraging $\mathbf{2^{nd}}$ Order Information for Online Continual Learning Edoardo Urettini Antonio Carta 73 0 0 03 Feb 2025
Adaptive Rank, Reduced Forgetting: Knowledge Retention in Continual Learning Vision-Language Models with Dynamic Rank-Selective LoRA Haodong Lu Chongyang Zhao Jason Xue Lina Yao Kristen Moore Dong Gong VLM KELM CLL 88 3 0 01 Dec 2024
Online-LoRA: Task-free Online Continual Learning via Low Rank Adaptation Xiwen Wei Guihong Li R. Marculescu 42 2 0 08 Nov 2024
Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative Modelings Milad Khademi Nori Il Kim CLL 44 3 0 28 Oct 2024
Solving Continual Offline RL through Selective Weights Activation on Aligned Spaces Jifeng Hu Sili Huang Li Shen Zhejian Yang Shengchao Hu Shisong Tang H. Chen Yi-Ju Chang Dacheng Tao Lichao Sun OffRL 39 0 0 21 Oct 2024
More Experts Than Galaxies: Conditionally-overlapping Experts With Biologically-Inspired Fixed Routing Sagi Shaier Francisco Pereira K. Wense Lawrence E Hunter Matt Jones MoE 46 0 0 10 Oct 2024
Online Control-Informed Learning Zihao Liang Tianyu Zhou Zehui Lu Shaoshuai Mou 33 1 0 04 Oct 2024
Dual Consolidation for Pre-Trained Model-Based Domain-Incremental Learning Da-Wei Zhou Zi-Wen Cai Han-Jia Ye Lijun Zhang De-Chuan Zhan CLL AI4CE 76 2 0 01 Oct 2024
Forgetting, Ignorance or Myopia: Revisiting Key Challenges in Online Continual Learning Xinrui Wang Chuanxing Geng Wenhai Wan Shao-yuan Li Songcan Chen CLL 39 2 0 28 Sep 2024
Patch-Based Contrastive Learning and Memory Consolidation for Online Unsupervised Continual Learning Cameron Taylor Vassilis Vassiliades C. Dovrolis CLL 31 0 0 24 Sep 2024
Joint Input and Output Coordination for Class-Incremental Learning Shuai Wang Yibing Zhan Yong Luo Han Hu Wei Yu Yonggang Wen Dacheng Tao CLL 37 2 0 09 Sep 2024
Towards General Industrial Intelligence: A Survey on IIoT-Enhanced Continual Large Models Jiao Chen Jiayi He Fangfang Chen Zuohong Lv Jianhua Tang Weihua Li Zuozhu Liu Howard H. Yang Guangjie Han AI4CE 36 1 0 02 Sep 2024
An Effective Dynamic Gradient Calibration Method for Continual Learning Weichen Lin Jiaxiang Chen Ru Huang Huihua Ding CLL 44 0 0 30 Jul 2024
Improving GPU Multi-Tenancy Through Dynamic Multi-Instance GPU Reconfiguration Tianyu Wang Sheng Li Bingyao Li Yuezhen Dai Ao Li Geng Yuan Yufei Ding Youtao Zhang Xulong Tang 40 0 0 18 Jul 2024
iNeMo: Incremental Neural Mesh Models for Robust Class-Incremental Learning Tom Fischer Yaoyao Liu Artur Jesslen Noor Ahmed Prakhar Kaushik Angtian Wang Alan L. Yuille Adam Kortylewski Eddy Ilg CLL AI4CE 40 1 0 12 Jul 2024
PECTP: Parameter-Efficient Cross-Task Prompts for Incremental Vision Transformer Qian Feng Hanbin Zhao Chao Zhang Jiahua Dong Henghui Ding Yu-Gang Jiang Hui Qian VLM 39 3 0 04 Jul 2024
IWISDM: Assessing instruction following in multimodal models at scale Xiaoxuan Lei Lucas Gomez Hao Yuan Bai P. Bashivan VLM 33 1 0 20 Jun 2024
Online DPO: Online Direct Preference Optimization with Fast-Slow Chasing Biqing Qi Pengfei Li Fangyuan Li Junqi Gao Kaiyan Zhang Bowen Zhou 32 11 0 08 Jun 2024
A Survey of Meta-features Used for Automated Selection of Algorithms for Black-box Single-objective Continuous Optimization Gjorgjina Cenikj Ana Nikolikj Gašper Petelin Niki van Stein Carola Doerr T. Eftimov 51 1 0 08 Jun 2024
Eliciting the Priors of Large Language Models using Iterated In-Context Learning Jian-Qiao Zhu Thomas L. Griffiths BDL 45 2 0 04 Jun 2024
AGALE: A Graph-Aware Continual Learning Evaluation Framework Tianqi Zhao Alan Hanjalic Megha Khosla 40 1 0 03 Jun 2024
Statistical Context Detection for Deep Lifelong Reinforcement Learning Jeffery Dick Saptarshi Nath Christos Peridis Eseoghene Ben-Iwhiwhu Soheil Kolouri Andrea Soltoggio OffRL 53 0 0 29 May 2024
Task agnostic continual learning with Pairwise layer architecture Santtu Keskinen CLL 37 1 0 22 May 2024
Cyclical Weight Consolidation: Towards Solving Catastrophic Forgetting in Serial Federated Learning Haoyue Song Jiacheng Wang Liansheng Wang 21 0 0 17 May 2024
Densely Distilling Cumulative Knowledge for Continual Learning Zenglin Shi Pei Liu Tong Su Yunpeng Wu Kuien Liu Yu Song Meng Wang CLL 41 0 0 16 May 2024
A Methodology-Oriented Study of Catastrophic Forgetting in Incremental Deep Neural Networks Ashutosh Kumar Sonali Agarwal D. J. Hemanth 43 0 0 11 May 2024
Integrating Present and Past in Unsupervised Continual Learning Yipeng Zhang Laurent Charlin R. Zemel Mengye Ren CLL 43 3 0 29 Apr 2024
I2CANSAY:Inter-Class Analogical Augmentation and Intra-Class Significance Analysis for Non-Exemplar Online Task-Free Continual Learning Songlin Dong Yingjie Chen Yuhang He Yuhan Jin Alex C. Kot Yihong Gong CLL 26 0 0 21 Apr 2024
Continual Learning on a Diet: Learning from Sparsely Labeled Streams Under Constrained Computation Wenxuan Zhang Youssef Mohamed Guohao Li Philip Torr Adel Bibi Mohamed Elhoseiny CLL 48 5 0 19 Apr 2024
Addressing Loss of Plasticity and Catastrophic Forgetting in Continual Learning Mohamed Elsayed A. R. Mahmood CLL 50 20 0 31 Mar 2024
Convolutional Prompting meets Language Models for Continual Learning Anurag Roy Riddhiman Moulick Vinay Kumar Verma Saptarshi Ghosh Abir Das VLM CLL LRM 45 12 0 29 Mar 2024
Selective Attention-based Modulation for Continual Learning Giovanni Bellitto Federica Proietto Salanitri M. Pennisi Matteo Boschini Angelo Porrello Simone Calderara S. Palazzo C. Spampinato CLL 47 1 0 29 Mar 2024
Enhancing Generative Class Incremental Learning Performance with Model Forgetting Approach Taro Togo Ren Togo Keisuke Maeda Takahiro Ogawa Miki Haseyama 31 1 0 27 Mar 2024
Continual Vision-and-Language Navigation Seongjun Jeong Gi-Cheon Kang Seongho Choi Joochan Kim Byoung-Tak Zhang 43 2 0 22 Mar 2024
Addressing Concept Shift in Online Time Series Forecasting: Detect-then-Adapt Yi-Fan Zhang Weiqiu Chen Zhaoyang Zhu Dalin Qin Liang Sun Xue Wang Qingsong Wen Zhang Zhang Liang Wang Rong Jin AI4TS 39 1 0 22 Mar 2024
Text-Enhanced Data-free Approach for Federated Class-Incremental Learning Minh-Tuan Tran Trung Le Xuan-May Le Mehrtash Harandi Dinh Q. Phung CLL 40 6 0 21 Mar 2024
Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning Da-Wei Zhou Hai-Long Sun Han-Jia Ye De-Chuan Zhan CLL 38 54 0 18 Mar 2024
Open Continual Feature Selection via Granular-Ball Knowledge Transfer Xuemei Cao Xin Yang Shuyin Xia Guoyin Wang Tianrui Li CLL 32 2 0 15 Mar 2024