Class-Incremental Continual Learning into the eXtended DER-verse

3 January 2022

Papers citing "Class-Incremental Continual Learning into the eXtended DER-verse"

50 / 83 papers shown

Title
Continual learning via probabilistic exchangeable sequence modelling Hanwen Xing Christopher Yau CLL BDL 91 0 0 26 Mar 2025
EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental Learning Simone Magistri Tomaso Trinci Albin Soutif--Cormerais J. Weijer Andrew D. Bagdanov 45 0 0 13 Mar 2025
Enhanced Continual Learning of Vision-Language Models with Model Fusion Haoyuan Gao Zicong Zhang Yuqi Wei Linglan Zhao Guilin Li Y. Li Linghe Kong Weiran Huang CLL VLM 167 0 0 12 Mar 2025
Mastering Continual Reinforcement Learning through Fine-Grained Sparse Network Allocation and Dormant Neuron Exploration Chengqi Zheng Haiyan Yin Jianda Chen Terence Ng Yew-Soon Ong Ivor Tsang CLL 149 0 0 07 Mar 2025
GuardDoor: Safeguarding Against Malicious Diffusion Editing via Protective Backdoors Yaopei Zeng Yuanpu Cao Lu Lin DiffM WIGM 74 0 0 05 Mar 2025
STAR: Stability-Inducing Weight Perturbation for Continual Learning Masih Eskandar Tooba Imtiaz Davin Hill Zifeng Wang Jennifer Dy CLL 36 0 0 03 Mar 2025
PVBF: A Framework for Mitigating Parameter Variation Imbalance in Online Continual Learning Zelin Tao Hao Deng Mingqing Liu Lijun Zhang Shengjie Zhao CLL 65 0 0 25 Feb 2025
Latest Advancements Towards Catastrophic Forgetting under Data Scarcity: A Comprehensive Survey on Few-Shot Class Incremental Learning M. A. Ma'sum Mahardhika Pratama Igor Skrjanc CLL 46 0 0 12 Feb 2025
Sequence Transferability and Task Order Selection in Continual Learning T. Nguyen Cuong N. Nguyen Quang-Cuong Pham B. T. Nguyen Savitha Ramasamy Xiaoli Li Cuong V Nguyen 80 0 0 10 Feb 2025
DesCLIP: Robust Continual Adaptation via General Attribute Descriptions for Pretrained Vision-Language Models Chiyuan He Zihuan Qiu Fanman Meng Linfeng Xu Q. Wu Hao Li VLM CLL KELM 63 0 0 02 Feb 2025
FairDD: Enhancing Fairness with domain-incremental learning in dermatological disease diagnosis Yiqin Luo Tianlong Gu 77 0 0 21 Dec 2024
Balanced Gradient Sample Retrieval for Enhanced Knowledge Retention in Proxy-based Continual Learning Hongye Xu Jan Wasilewski Bartosz Krawczyk CLL 86 0 0 19 Dec 2024
Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling Minhyuk Seo Hyunseo Koh Jonghyun Choi 31 1 0 19 Oct 2024
Continual Learning: Less Forgetting, More OOD Generalization via Adaptive Contrastive Replay Hossein Rezaei Mohammad Sabokrou CLL 26 0 0 09 Oct 2024
How green is continual learning, really? Analyzing the energy consumption in continual training of vision foundation models Tomaso Trinci Simone Magistri Roberto Verdecchia Andrew D. Bagdanov CLL 37 0 0 27 Sep 2024
May the Forgetting Be with You: Alternate Replay for Learning with Noisy Labels Monica Millunzi Lorenzo Bonicelli Angelo Porrello Jacopo Credi Petter N. Kolm Simone Calderara CLL 40 2 0 26 Aug 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
PromptCCD: Learning Gaussian Mixture Prompt Pool for Continual Category Discovery Fernando Julio Cendra Bingchen Zhao Kai Han VLM CLL 35 6 0 26 Jul 2024
Local vs Global continual learning Giulia Lanzillotta Sidak Pal Singh Benjamin Grewe Thomas Hofmann CLL 37 0 0 23 Jul 2024
CLIP with Generative Latent Replay: a Strong Baseline for Incremental Learning Emanuele Frascaroli Aniello Panariello Pietro Buzzega Lorenzo Bonicelli Angelo Porrello Simone Calderara VLM CLL 35 3 0 22 Jul 2024
Mask and Compress: Efficient Skeleton-based Action Recognition in Continual Learning Matteo Mosconi Andriy Sorokin Aniello Panariello Angelo Porrello Jacopo Bonato Marco Cotogni Luigi Sabetta Simone Calderara Rita Cucchiara CLL 34 1 0 01 Jul 2024
TEAL: New Selection Strategy for Small Buffers in Experience Replay Class Incremental Learning Shahar Shaul-Ariel D. Weinshall VLM 29 0 0 30 Jun 2024
Forget but Recall: Incremental Latent Rectification in Continual Learning Nghia D. Nguyen Hieu Trung Nguyen Ang Li H. Pham Viet Anh Nguyen Khoa D. Doan CLL 45 0 0 25 Jun 2024
Forgetting Order of Continual Learning: Examples That are Learned First are Forgotten Last Guy Hacohen Tinne Tuytelaars 42 2 0 14 Jun 2024
Reflecting on the State of Rehearsal-free Continual Learning with Pretrained Models Lukas Thede Karsten Roth Olivier J. Hénaff Matthias Bethge Zeynep Akata CLL 39 5 0 13 Jun 2024
Efficient Data-Parallel Continual Learning with Asynchronous Distributed Rehearsal Buffers Thomas Bouvier Bogdan Nicolae Hugo Chaugier Alexandru Costan Ian Foster Gabriel Antoniu 41 1 0 05 Jun 2024
MGSER-SAM: Memory-Guided Soft Experience Replay with Sharpness-Aware Optimization for Enhanced Continual Learning Xingyu Li Bo Tang VLM CLL 32 0 0 15 May 2024
Towards Incremental Learning in Large Language Models: A Critical Review M. Jovanovic Peter Voss ELM CLL KELM 37 5 0 28 Apr 2024
QCore: Data-Efficient, On-Device Continual Calibration for Quantized Models -- Extended Version David Campos Bin Yang Tung Kieu Miao Zhang Chenjuan Guo Christian S. Jensen 39 7 0 22 Apr 2024
Calibration of Continual Learning Models Lanpei Li Elia Piccoli Andrea Cossu Davide Bacciu Vincenzo Lomonaco CLL 37 2 0 11 Apr 2024
Hyperparameter Selection in Continual Learning Thomas L. Lee Sigrid Passano Hellan Linus Ericsson Elliot J. Crowley Amos Storkey CLL 60 0 0 09 Apr 2024
Continual Learning with Weight Interpolation Jkedrzej Kozal Jan Wasilewski Bartosz Krawczyk Michal Wo'zniak CLL MoMe 34 6 0 05 Apr 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 42 1 0 29 Mar 2024
Just Say the Name: Online Continual Learning with Category Names Only via Data Generation Minhyuk Seo Diganta Misra Seongwon Cho Minjae Lee Jonghyun Choi CLL 35 7 0 16 Mar 2024
Hyperparameters in Continual Learning: A Reality Check Sungmin Cha Kyunghyun Cho CLL 71 2 0 14 Mar 2024
Online Continual Learning For Interactive Instruction Following Agents Byeonghwi Kim Minhyuk Seo Jonghyun Choi CLL LM&Ro 65 7 0 12 Mar 2024
Continual Learning and Catastrophic Forgetting Gido M. van de Ven Nicholas Soures Dhireesha Kudithipudi 32 48 0 08 Mar 2024
Fixed Random Classifier Rearrangement for Continual Learning Shengyang Huang Jianwen Mo 50 0 0 23 Feb 2024
Towards Cross-Domain Continual Learning Marcus Vinícius de Carvalho Mahardhika Pratama Jie Zhang Chua Haoyan E. Yapp CLL 52 0 0 19 Feb 2024
Neuro-mimetic Task-free Unsupervised Online Learning with Continual Self-Organizing Maps Hitesh U. Vaidya Travis J. Desell A. Mali Alexander Ororbia CLL 26 2 0 19 Feb 2024
Locality Sensitive Sparse Encoding for Learning World Models Online Zi-Yan Liu Chao Du Wee Sun Lee Min-Bin Lin KELM CLL OffRL 33 8 0 23 Jan 2024
Hierarchical Prompts for Rehearsal-free Continual Learning Yukun Zuo Hantao Yao Lu Yu Liansheng Zhuang Changsheng Xu CLL VLM 22 1 0 21 Jan 2024
Hierarchical Augmentation and Distillation for Class Incremental Audio-Visual Video Recognition Yukun Zuo Hantao Yao Liansheng Zhuang Changsheng Xu 15 2 0 11 Jan 2024
Negotiated Representations to Prevent Forgetting in Machine Learning Applications Nuri Korhan Ceren Öner CLL 16 0 0 30 Nov 2023
Continual Learning of Unsupervised Monocular Depth from Videos Hemang Chawla Arnav Varma Elahe Arani Bahram Zonooz 33 6 0 04 Nov 2023
NPCL: Neural Processes for Uncertainty-Aware Continual Learning Saurav Jha Dong Gong He Zhao Lina Yao CLL BDL 31 12 0 30 Oct 2023
A Unified Approach to Domain Incremental Learning with Memory: Theory and Algorithm Haizhou Shi Hao Wang CLL 34 18 0 18 Oct 2023
Prior-Free Continual Learning with Unlabeled Data in the Wild Tao Zhuo Zhiyong Cheng Hehe Fan Mohan S. Kankanhalli VLM CLL 38 2 0 16 Oct 2023
Overcoming Recency Bias of Normalization Statistics in Continual Learning: Balance and Adaptation Yilin Lyu Liyuan Wang Xingxing Zhang Zicheng Sun Hang Su Jun Zhu Liping Jing 34 8 0 13 Oct 2023
OpenIncrement: A Unified Framework for Open Set Recognition and Deep Class-Incremental Learning Jiawen Xu Claas Grohnfeldt O. Kao BDL CLL 13 2 0 05 Oct 2023