| Addressing The Devastating Effects Of Single-Task Data Poisoning In Exemplar-Free Continual Learning | Jul 5, 2025 | Continual LearningData Poisoning | CodeCode Available | 0 |
| DuET: Dual Incremental Object Detection via Exemplar-Free Task Arithmetic | Jun 26, 2025 | Autonomous DrivingAvg | —Unverified | 0 |
| L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental Learning | Jun 1, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 |
| Exemplar-Free Continual Learning for State Space Models | May 24, 2025 | Continual LearningExemplar-Free | —Unverified | 0 |
| StPR: Spatiotemporal Preservation and Routing for Exemplar-Free Video Class-Incremental Learning | May 20, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing | May 20, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| AnalyticKWS: Towards Exemplar-Free Analytic Class Incremental Learning for Small-footprint Keyword Spotting | May 17, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Audio-Visual Class-Incremental Learning for Fish Feeding intensity Assessment in Aquaculture | Apr 21, 2025 | Benchmarkingclass-incremental learning | —Unverified | 0 |
| Distribution-aware Forgetting Compensation for Exemplar-Free Lifelong Person Re-identification | Apr 21, 2025 | Exemplar-FreeKnowledge Distillation | CodeCode Available | 1 |
| Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-Training | Apr 11, 2025 | 3D geometryclass-incremental learning | CodeCode Available | 1 |
| LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual Learning | Mar 23, 2025 | Continual LearningExemplar-Free | CodeCode Available | 1 |
| EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental Learning | Mar 13, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Semantic Shift Estimation via Dual-Projection and Classifier Reconstruction for Exemplar-Free Class-Incremental Learning | Mar 7, 2025 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Incremental Learning with Repetition via Pseudo-Feature Projection | Feb 27, 2025 | Exemplar-FreeIncremental 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 |
| On the Discrimination and Consistency for Exemplar-Free Class Incremental Learning | Jan 26, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| PAL: Prompting Analytic Learning with Missing Modality for Multi-Modal Class-Incremental Learning | Jan 16, 2025 | class-incremental learningClass Incremental Learning | —Unverified | 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 |
| Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental Learning | Dec 24, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| DASK: Distribution Rehearsing via Adaptive Style Kernel Learning for Exemplar-Free Lifelong Person Re-Identification | Dec 12, 2024 | Exemplar-FreeKnowledge Distillation | CodeCode Available | 0 |
| TS-ACL: Closed-Form Solution for Time Series-oriented Continual Learning | Oct 21, 2024 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental Learning | Sep 26, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| ReFu: Recursive Fusion for Exemplar-Free 3D Class-Incremental Learning | Sep 18, 2024 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting | Sep 18, 2024 | DecoderExemplar-Free | CodeCode Available | 0 |
| Adaptive Adapter Routing for Long-Tailed Class-Incremental Learning | Sep 11, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 0 |