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| Towards Plastic and Stable Exemplar-Free Incremental Learning: A Dual-Learner Framework with Cumulative Parameter Averaging | Oct 28, 2023 | Exemplar-FreeIncremental Learning | —Unverified | 0 |
| TS-ACL: Closed-Form Solution for Time Series-oriented Continual Learning | Oct 21, 2024 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Addressing The Devastating Effects Of Single-Task Data Poisoning In Exemplar-Free Continual Learning | Jul 5, 2025 | Continual LearningData Poisoning | CodeCode Available | 0 |
| CSTA: Spatial-Temporal Causal Adaptive Learning for Exemplar-Free Video Class-Incremental Learning | Jan 13, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 |
| ConSense: Continually Sensing Human Activity with WiFi via Growing and Picking | Feb 18, 2025 | Activity Recognitionclass-incremental learning | CodeCode Available | 0 |
| Random Representations Outperform Online Continually Learned Representations | Feb 13, 2024 | Continual LearningExemplar-Free | CodeCode Available | 0 |
| Adaptive Adapter Routing for Long-Tailed Class-Incremental Learning | Sep 11, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 |
| TACLE: Task and Class-aware Exemplar-free Semi-supervised Class Incremental Learning | Jul 10, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 |
| Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers | Jan 5, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 |
| DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental Learning | Mar 26, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 |
| GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting | Sep 18, 2024 | DecoderExemplar-Free | CodeCode Available | 0 |
| ICICLE: Interpretable Class Incremental Continual Learning | Mar 14, 2023 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 |
| Incremental Learning with Repetition via Pseudo-Feature Projection | Feb 27, 2025 | Exemplar-FreeIncremental Learning | CodeCode Available | 0 |
| L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental Learning | Jun 1, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 |
| DASK: Distribution Rehearsing via Adaptive Style Kernel Learning for Exemplar-Free Lifelong Person Re-Identification | Dec 12, 2024 | Exemplar-FreeKnowledge Distillation | CodeCode Available | 0 |
| LLM-Assisted Multi-Teacher Continual Learning for Visual Question Answering in Robotic Surgery | Feb 26, 2024 | Continual LearningExemplar-Free | CodeCode Available | 0 |
| Divide and not forget: Ensemble of selectively trained experts in Continual Learning | Jan 18, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 |
| Online Analytic Exemplar-Free Continual Learning with Large Models for Imbalanced Autonomous Driving Task | May 28, 2024 | Autonomous DrivingContinual Learning | CodeCode Available | 0 |
| Task-Adaptive Saliency Guidance for Exemplar-free Class Incremental Learning | Dec 16, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 |
| A Simple Baseline that Questions the Use of Pretrained-Models in Continual Learning | Oct 10, 2022 | Continual LearningExemplar-Free | CodeCode Available | 0 |
| Plasticity-Optimized Complementary Networks for Unsupervised Continual Learning | Sep 12, 2023 | Continual LearningExemplar-Free | CodeCode Available | 0 |