Title
Noise-Tolerant Coreset-Based Class Incremental Continual Learning Edison Mucllari Aswin Raghavan Z. Daniels CLL NoLa 185 0 0 23 Apr 2025
Continual Learning Strategies for 3D Engineering Regression Problems: A Benchmarking Study Kaira M. Samuel Faez Ahmed 52 0 0 16 Apr 2025
Technical Report for the 5th CLVision Challenge at CVPR: Addressing the Class-Incremental with Repetition using Unlabeled Data -- 4th Place Solution Panagiota Moraiti Efstathios Karypidis 48 0 0 19 Mar 2025
A margin-based replacement for cross-entropy loss Michael W. Spratling Heiko H. Schütt 68 0 0 21 Jan 2025
CLOFAI: A Dataset of Real And Fake Image Classification Tasks for Continual Learning William Doherty Anton Lee Heitor Murilo Gomes CLL 40 0 0 19 Jan 2025
A Contrastive Symmetric Forward-Forward Algorithm (SFFA) for Continual Learning Tasks Erik B. Terres-Escudero Javier Del Ser Pablo García Bringas AAML CLL 45 0 0 10 Jan 2025
Deep evolving semi-supervised anomaly detection Jack Belham Aryan Bhosale Samrat Mukherjee Biplab Banerjee Fabio Cuzzolin 70 0 0 01 Dec 2024
One VLM to Keep it Learning: Generation and Balancing for Data-free Continual Visual Question Answering Deepayan Das Davide Talon Massimiliano Mancini Yiming Wang Elisa Ricci 46 0 0 04 Nov 2024
Continual Human Pose Estimation for Incremental Integration of Keypoints and Pose Variations Muhammad Saif Ullah Khan Muhammad Ahmed Ullah Khan Muhammad Zeshan Afzal Didier Stricker CLL 33 1 0 30 Sep 2024
TEAL: New Selection Strategy for Small Buffers in Experience Replay Class Incremental Learning Shahar Shaul-Ariel D. Weinshall VLM 37 0 0 30 Jun 2024
The impact of model size on catastrophic forgetting in Online Continual Learning Eunhae Lee CLL 41 0 0 28 Jun 2024
CLoG: Benchmarking Continual Learning of Image Generation Models Haotian Zhang Junting Zhou Haowei Lin Hang Ye Jianhua Zhu Zihao Wang Liangcai Gao Yizhou Wang Yitao Liang DiffM VLM 37 1 0 07 Jun 2024
Choice of PEFT Technique in Continual Learning: Prompt Tuning is Not All You Need Martin Wistuba Prabhu Teja Sivaprasad Lukas Balles Giovanni Zappella 40 0 0 05 Jun 2024
Parameterizing Federated Continual Learning for Reproducible Research Bart Cox Jeroen Galjaard Aditya Shankar Jérémie Decouchant Lydia Y. Chen FedML 56 0 0 04 Jun 2024
An Empirical Analysis of Forgetting in Pre-trained Models with Incremental Low-Rank Updates Albin Soutif--Cormerais Simone Magistri Joost van de Weijer Andew D. Bagdanov 40 1 0 28 May 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
Calibration of Continual Learning Models Lanpei Li Elia Piccoli Andrea Cossu Davide Bacciu Vincenzo Lomonaco CLL 45 2 0 11 Apr 2024
Continual Policy Distillation of Reinforcement Learning-based Controllers for Soft Robotic In-Hand Manipulation Lanpei Li Enrico Donato Vincenzo Lomonaco Egidio Falotico 23 2 0 05 Apr 2024
Continual Learning with Weight Interpolation Jkedrzej Kozal Jan Wasilewski Bartosz Krawczyk Michal Wo'zniak CLL MoMe 42 6 0 05 Apr 2024
Workload Estimation for Unknown Tasks: A Survey of Machine Learning Under Distribution Shift Josh Bhagat Smith Julie A. Adams 24 0 0 20 Mar 2024
Self-generated Replay Memories for Continual Neural Machine Translation Michele Resta Davide Bacciu CLL 28 2 0 19 Mar 2024
Continual Learning by Three-Phase Consolidation Davide Maltoni Lorenzo Pellegrini CLL 28 0 0 12 Mar 2024
Adaptive Hyperparameter Optimization for Continual Learning Scenarios Rudy Semola J. Hurtado Vincenzo Lomonaco Davide Bacciu 38 4 0 09 Mar 2024
Maintaining Adversarial Robustness in Continuous Learning Xiaolei Ru Xiaowei Cao Zijia Liu Jack Murdoch Moore Xin-Ya Zhang Xia Zhu Wenjia Wei Gang Yan AAML 27 1 0 17 Feb 2024
Class incremental learning with probability dampening and cascaded gated classifier Jary Pomponi Alessio Devoto Simone Scardapane CLL 20 0 0 02 Feb 2024
Infinite dSprites for Disentangled Continual Learning: Separating Memory Edits from Generalization Sebastian Dziadzio cCaugatay Yildiz Gido M. van de Ven Tomasz Trzciñski Tinne Tuytelaars Matthias Bethge 27 1 0 27 Dec 2023
Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy Everton L. Aleixo J. Colonna Marco Cristo Everlandio Fernandes CLL 62 22 0 16 Dec 2023
Benchmarking Continual Learning from Cognitive Perspectives Xiaoqian Liu Junge Zhang Mingyi Zhang Peipei Yang 21 0 0 06 Dec 2023
MIND: Multi-Task Incremental Network Distillation Jacopo Bonato Francesco Pelosin Luigi Sabetta Alessandro Nicolosi CLL 16 7 0 05 Dec 2023
Continual Learning of Diffusion Models with Generative Distillation Sergi Masip Pau Rodriguez Tinne Tuytelaars Gido M. van de Ven VLM DiffM 36 8 0 23 Nov 2023
Task Arithmetic with LoRA for Continual Learning Rajas Chitale Ankit Vaidya Aditya Kane Archana Ghotkar 32 14 0 04 Nov 2023
Towards Continually Learning Application Performance Models Ray A. O. Sinurat Anurag Daram Haryadi S. Gunawi Robert B. Ross Sandeep Madireddy 23 0 0 25 Oct 2023
CL-MASR: A Continual Learning Benchmark for Multilingual ASR Luca Della Libera Pooneh Mousavi Salah Zaiem Cem Subakan Mirco Ravanelli AuLLM CLL 48 13 0 25 Oct 2023
On the Disconnect Between Theory and Practice of Neural Networks: Limits of the NTK Perspective Jonathan Wenger Felix Dangel Agustinus Kristiadi 36 0 0 29 Sep 2023
AR-TTA: A Simple Method for Real-World Continual Test-Time Adaptation Damian Sójka Sebastian Cygert Bartlomiej Twardowski Tomasz Trzciñski TTA 15 5 0 18 Sep 2023
Towards Robust Continual Learning with Bayesian Adaptive Moment Regularization Jack Foster Alexandra Brintrup CLL 42 0 0 15 Sep 2023
PILOT: A Pre-Trained Model-Based Continual Learning Toolbox Hai-Long Sun Da-Wei Zhou Han-Jia Ye De-Chuan Zhan CLL 110 27 0 13 Sep 2023
Continual Cross-Dataset Adaptation in Road Surface Classification Paolo Cudrano Matteo Bellusci Giuseppe Macino Matteo Matteucci CLL 24 1 0 05 Sep 2023
OEBench: Investigating Open Environment Challenges in Real-World Relational Data Streams Yiqun Diao Yutong Yang Yue Liu Bin He Mian Lu 24 1 0 29 Aug 2023
Overcoming Generic Knowledge Loss with Selective Parameter Update Wenxuan Zhang Paul Janson Rahaf Aljundi Mohamed Elhoseiny KELM CLL 37 10 0 23 Aug 2023
Improving Performance in Continual Learning Tasks using Bio-Inspired Architectures Sandeep Madireddy A. Yanguas-Gil Prasanna Balaprakash CLL 26 1 0 08 Aug 2023
Detecting Morphing Attacks via Continual Incremental Training Lorenzo Pellegrini Guido Borghi Annalisa Franco Davide Maltoni CLL 47 3 0 27 Jul 2023
Class-Incremental Mixture of Gaussians for Deep Continual Learning Lukasz Korycki Bartosz Krawczyk CLL BDL 23 1 0 09 Jul 2023
Improving Online Continual Learning Performance and Stability with Temporal Ensembles Albin Soutif--Cormerais Antonio Carta Joost van de Weijer CLL 15 11 0 29 Jun 2023
Partial Hypernetworks for Continual Learning Hamed Hemati Vincenzo Lomonaco D. Bacciu Damian Borth CLL 24 7 0 19 Jun 2023
Studying Generalization on Memory-Based Methods in Continual Learning Felipe del-Rio J. Hurtado Cristian-Radu Buc Alvaro Soto Vincenzo Lomonaco BDL 38 3 0 16 Jun 2023
KrADagrad: Kronecker Approximation-Domination Gradient Preconditioned Stochastic Optimization Jonathan Mei Alexander Moreno Luke Walters ODL 29 1 0 30 May 2023
SHARP: Sparsity and Hidden Activation RePlay for Neuro-Inspired Continual Learning Mustafa Burak Gurbuz J. M. Moorman Constantinos Dovrolis CLL 34 0 0 29 May 2023
On the Usage of Continual Learning for Out-of-Distribution Generalization in Pre-trained Language Models of Code Martin Weyssow Xin Zhou Kisub Kim David Lo H. Sahraoui CLL KELM 53 10 0 06 May 2023
MLHOps: Machine Learning for Healthcare Operations Kristoffer Larsen Vallijah Subasri A. Krishnan Cláudio Tinoco Mesquita Diana Paez Laleh Seyyed-Kalantari Amalia Peix LM&MA AI4TS VLM 27 2 0 04 May 2023