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Showing 1–50 of 72 papers

TitleStatusHype
Exemplar-free Continual Learning of Vision Transformers via Gated Class-Attention and Cascaded Feature Drift CompensationCode1
Distribution-aware Forgetting Compensation for Exemplar-Free Lifelong Person Re-identificationCode1
F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental LearningCode1
Resurrecting Old Classes with New Data for Exemplar-Free Continual LearningCode1
EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental LearningCode1
Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental LearningCode1
Semantic Shift Estimation via Dual-Projection and Classifier Reconstruction for Exemplar-Free Class-Incremental LearningCode1
S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental LearningCode1
Every Shot Counts: Using Exemplars for Repetition Counting in VideosCode1
Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental LearningCode1
Towards Exemplar-Free Continual Learning in Vision Transformers: an Account of Attention, Functional and Weight RegularizationCode1
When Prompt-based Incremental Learning Does Not Meet Strong PretrainingCode1
Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual LearningCode1
TARGET: Federated Class-Continual Learning via Exemplar-Free DistillationCode1
Exemplar-free Continual Representation Learning via Learnable Drift CompensationCode1
Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-TrainingCode1
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual LearningCode1
FeTrIL: Feature Translation for Exemplar-Free Class-Incremental LearningCode1
AIR: Analytic Imbalance Rectifier for Continual LearningCode1
GACL: Exemplar-Free Generalized Analytic Continual LearningCode1
LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual LearningCode1
Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental LearningCode1
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free CountingCode0
ICICLE: Interpretable Class Incremental Continual LearningCode0
Incremental Learning with Repetition via Pseudo-Feature ProjectionCode0
L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental LearningCode0
CSTA: Spatial-Temporal Causal Adaptive Learning for Exemplar-Free Video Class-Incremental LearningCode0
LLM-Assisted Multi-Teacher Continual Learning for Visual Question Answering in Robotic SurgeryCode0
TACLE: Task and Class-aware Exemplar-free Semi-supervised Class Incremental LearningCode0
Online Analytic Exemplar-Free Continual Learning with Large Models for Imbalanced Autonomous Driving TaskCode0
DASK: Distribution Rehearsing via Adaptive Style Kernel Learning for Exemplar-Free Lifelong Person Re-IdentificationCode0
ConSense: Continually Sensing Human Activity with WiFi via Growing and PickingCode0
Plasticity-Optimized Complementary Networks for Unsupervised Continual LearningCode0
Adaptive Adapter Routing for Long-Tailed Class-Incremental LearningCode0
Addressing The Devastating Effects Of Single-Task Data Poisoning In Exemplar-Free Continual LearningCode0
Divide and not forget: Ensemble of selectively trained experts in Continual LearningCode0
Random Representations Outperform Online Continually Learned RepresentationsCode0
DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental LearningCode0
A Simple Baseline that Questions the Use of Pretrained-Models in Continual LearningCode0
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class ClassifiersCode0
Task-Adaptive Saliency Guidance for Exemplar-free Class Incremental LearningCode0
Self-distilled Knowledge Delegator for Exemplar-free Class Incremental Learning—0
ABC Easy as 123: A Blind Counter for Exemplar-Free Multi-Class Class-agnostic Counting—0
AnalyticKWS: Towards Exemplar-Free Analytic Class Incremental Learning for Small-footprint Keyword Spotting—0
An Analysis of Initial Training Strategies for Exemplar-Free Class-Incremental Learning—0
Audio-Visual Class-Incremental Learning for Fish Feeding intensity Assessment in Aquaculture—0
Background Adaptation with Residual Modeling for Exemplar-Free Class-Incremental Semantic Segmentation—0
Bring Evanescent Representations to Life in Lifelong Class Incremental Learning—0
Where's That Voice Coming? Continual Learning for Sound Source Localization—0
Density Map Distillation for Incremental Object Counting—0
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