Re-evaluating Continual Learning Scenarios: A Categorization and Case for Strong Baselines

30 October 2018

Papers citing "Re-evaluating Continual Learning Scenarios: A Categorization and Case for Strong Baselines"

50 / 84 papers shown

Title
Autoencoder-Based Hybrid Replay for Class-Incremental Learning Milad Khademi Nori Il Kim Guanghui Wang CLL 50 0 0 09 May 2025
Task-conditioned Ensemble of Expert Models for Continuous Learning Renu Sharma Debasmita Pal Arun Ross OOD KELM 201 0 0 11 Apr 2025
TiC-LM: A Web-Scale Benchmark for Time-Continual LLM Pretraining Jeffrey Li Mohammadreza Armandpour Iman Mirzadeh Sachin Mehta Vaishaal Shankar ... Samy Bengio Oncel Tuzel Mehrdad Farajtabar Hadi Pouransari Fartash Faghri CLL KELM 61 0 0 02 Apr 2025
FeNeC: Enhancing Continual Learning via Feature Clustering with Neighbor- or Logit-Based Classification Kamil Książek Hubert Jastrzębski Bartosz Trojan Krzysztof Pniaczek Michał Karp Jacek Tabor CLL 79 0 0 18 Mar 2025
Feature Aggregation with Latent Generative Replay for Federated Continual Learning of Socially Appropriate Robot Behaviours Nikhil Churamani Saksham Checker Fethiye Irmak Dogan Hao-Tien Lewis Chiang Hatice Gunes FedML 91 1 0 24 Feb 2025
MADAR: Efficient Continual Learning for Malware Analysis with Diversity-Aware Replay Mohammad Saidur Rahman Scott E. Coull Qi Yu M. Wright AAML 56 0 0 09 Feb 2025
Rehearsal-Free Continual Federated Learning with Synergistic Synaptic Intelligence Yichen Li Yuying Wang Haozhao Wang Yining Qi Tianzhe Xiao Ruixuan Li 127 0 0 18 Dec 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
UCIL: An Unsupervised Class Incremental Learning Approach for Sound Event Detection Yang Xiao Rohan Kumar Das 50 3 0 04 Jul 2024
Decision Boundary-aware Knowledge Consolidation Generates Better Instance-Incremental Learner Qiang Nie Weifu Fu Yuhuan Lin Jialin Li Yifeng Zhou Yong Liu Lei Zhu Chengjie Wang 38 0 0 05 Jun 2024
PhiNets: Brain-inspired Non-contrastive Learning Based on Temporal Prediction Hypothesis Satoki Ishikawa Makoto Yamada Han Bao Yuki Takezawa 68 0 0 23 May 2024
Hard ASH: Sparsity and the right optimizer make a continual learner Santtu Keskinen CLL 42 1 0 26 Apr 2024
Adaptive Memory Replay for Continual Learning James Seale Smith Lazar Valkov Shaunak Halbe V. Gutta Rogerio Feris Z. Kira Leonid Karlinsky 44 6 0 18 Apr 2024
Hyperparameter Selection in Continual Learning Thomas L. Lee Sigrid Passano Hellan Linus Ericsson Elliot J. Crowley Amos Storkey CLL 68 0 0 09 Apr 2024
One-Shot Domain Incremental Learning Yasushi Esaki Satoshi Koide Takuro Kutsuna CLL VLM 45 0 0 25 Mar 2024
Continual Learning on Graphs: A Survey Zonggui Tian Duanhao Zhang Hong-Ning Dai 47 5 0 09 Feb 2024
Benchmarking Continual Learning from Cognitive Perspectives Xiaoqian Liu Junge Zhang Mingyi Zhang Peipei Yang 21 0 0 06 Dec 2023
Chunking: Continual Learning is not just about Distribution Shift Thomas L. Lee Amos Storkey 25 1 0 03 Oct 2023
Domain-Aware Augmentations for Unsupervised Online General Continual Learning Nicolas Michel Romain Negrel Giovanni Chierchia J. Bercher CLL 22 2 0 13 Sep 2023
Long-Tailed Continual Learning For Visual Food Recognition Jiangpeng He Luotao Lin Jack Ma H. Eicher-Miller F. Zhu Fengqing M Zhu 59 14 0 01 Jul 2023
Renate: A Library for Real-World Continual Learning Martin Wistuba Martin Ferianc Lukas Balles Cédric Archambeau Giovanni Zappella CLL 41 3 0 24 Apr 2023
Kaizen: Practical Self-supervised Continual Learning with Continual Fine-tuning Chi Ian Tang Lorena Qendro Dimitris Spathis F. Kawsar Cecilia Mascolo Akhil Mathur CLL 27 11 0 30 Mar 2023
Fixed Design Analysis of Regularization-Based Continual Learning Haoran Li Jingfeng Wu Vladimir Braverman CLL 26 9 0 17 Mar 2023
A Domain-Agnostic Approach for Characterization of Lifelong Learning Systems Megan M. Baker Alexander New Mario Aguilar-Simon Ziad Al-Halah Sébastien M. R. Arnold ... Zifan Xu A. Yanguas-Gil Harel Yedidsion Shangqun Yu Gautam K. Vallabha 30 15 0 18 Jan 2023
On Sequential Bayesian Inference for Continual Learning Samuel Kessler Adam D. Cobb Tim G. J. Rudner S. Zohren Stephen J. Roberts CLL BDL 64 6 0 04 Jan 2023
Progressive Learning without Forgetting Tao Feng Hangjie Yuan Mang Wang Ziyuan Huang Ang Bian Jianzhou Zhang CLL KELM 44 4 0 28 Nov 2022
BeGin: Extensive Benchmark Scenarios and An Easy-to-use Framework for Graph Continual Learning Jihoon Ko Shinhwan Kang Taehyung Kwon Heechan Moon Kijung Shin CLL 41 7 0 26 Nov 2022
ConStruct-VL: Data-Free Continual Structured VL Concepts Learning James Smith Paola Cascante-Bonilla Assaf Arbelle Donghyun Kim Yikang Shen David D. Cox Diyi Yang Z. Kira Rogerio Feris Leonid Karlinsky VLM 47 20 0 17 Nov 2022
Hierarchically Structured Task-Agnostic Continual Learning Heinke Hihn Daniel A. Braun BDL CLL 19 8 0 14 Nov 2022
Improving Replay-Based Continual Semantic Segmentation with Smart Data Selection Tobias Kalb Björn Mauthe Jürgen Beyerer CLL 32 10 0 20 Sep 2022
Continual Learning for Class- and Domain-Incremental Semantic Segmentation Tobias Kalb M. Roschani M. Ruf Jürgen Beyerer CLL VLM 19 23 0 16 Sep 2022
Causes of Catastrophic Forgetting in Class-Incremental Semantic Segmentation Tobias Kalb Jürgen Beyerer CLL 38 8 0 16 Sep 2022
Data Lifecycle Management in Evolving Input Distributions for Learning-based Aerospace Applications Somrita Banerjee Apoorva Sharma Edward Schmerling M. Spolaor Michael Nemerouf Marco Pavone 23 2 0 14 Sep 2022
On the Limitations of Continual Learning for Malware Classification Mohammad Saidur Rahman Scott E. Coull M. Wright 34 13 0 13 Aug 2022
Continual Learning For On-Device Environmental Sound Classification Yanghua Xiao Xubo Liu James King Arshdeep Singh Chng Eng Siong Mark D. Plumbley Wenwu Wang CLL 24 10 0 15 Jul 2022
Contrastive Learning for Online Semi-Supervised General Continual Learning Nicolas Michel Romain Negrel Giovanni Chierchia J. Bercher CLL SSL 21 5 0 12 Jul 2022
On-device Synaptic Memory Consolidation using Fowler-Nordheim Quantum-tunneling Mustafizur Rahman Subhankar Bose S. Chakrabartty 24 3 0 27 Jun 2022
Memory-efficient Reinforcement Learning with Value-based Knowledge Consolidation Qingfeng Lan Yangchen Pan Jun Luo A. R. Mahmood OffRL 29 7 0 22 May 2022
Incremental Learning with Differentiable Architecture and Forgetting Search James Smith Zachary Seymour Han-Pang Chiu OOD CLL AI4CE 42 4 0 19 May 2022
Continual learning on 3D point clouds with random compressed rehearsal M. Zamorski Michal Stypulkowski Konrad Karanowski Tomasz Trzciñski Maciej Ziȩba 3DPC 27 9 0 16 May 2022
Class-Incremental Learning by Knowledge Distillation with Adaptive Feature Consolidation Minsoo Kang Jaeyoo Park Bohyung Han CLL 27 179 0 02 Apr 2022
A Closer Look at Rehearsal-Free Continual Learning James Smith Junjiao Tian Shaunak Halbe Yen-Chang Hsu Z. Kira VLM CLL 26 60 0 31 Mar 2022
Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches A. Bhunia Viswanatha Reddy Gajjala Subhadeep Koley Rohit Kundu Aneeshan Sain Tao Xiang Yi-Zhe Song CLL 25 30 0 28 Mar 2022
Class-Incremental Learning for Action Recognition in Videos Jaeyoo Park Minsoo Kang Bohyung Han CLL 24 52 0 25 Mar 2022
Architecture Matters in Continual Learning Seyed Iman Mirzadeh Arslan Chaudhry Dong Yin Timothy Nguyen Razvan Pascanu Dilan Görür Mehrdad Farajtabar OOD KELM 118 58 0 01 Feb 2022
vCLIMB: A Novel Video Class Incremental Learning Benchmark Andrés Villa Kumail Alhamoud Juan Carlos León Alcázar Fabian Caba Heilbron Victor Escorcia Guohao Li CLL 69 32 0 23 Jan 2022
The CLEAR Benchmark: Continual LEArning on Real-World Imagery Zhiqiu Lin Jia Shi Deepak Pathak Deva Ramanan CLL VLM 148 91 0 17 Jan 2022
Provable Continual Learning via Sketched Jacobian Approximations Reinhard Heckel CLL 20 9 0 09 Dec 2021
Contrastive Continual Learning with Feature Propagation Xuejun Han Yuhong Guo CLL 26 4 0 03 Dec 2021
Target Layer Regularization for Continual Learning Using Cramer-Wold Generator Marcin Mazur Lukasz Pustelnik Szymon Knop Patryk Pagacz Przemysław Spurek 30 2 0 15 Nov 2021