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Showing 1–50 of 72 papers

TitleStatusHype
Addressing The Devastating Effects Of Single-Task Data Poisoning In Exemplar-Free Continual LearningCode0
DuET: Dual Incremental Object Detection via Exemplar-Free Task Arithmetic—0
L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental LearningCode0
Exemplar-Free Continual Learning for State Space Models—0
StPR: Spatiotemporal Preservation and Routing for Exemplar-Free Video Class-Incremental Learning—0
Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing—0
AnalyticKWS: Towards Exemplar-Free Analytic Class Incremental Learning for Small-footprint Keyword Spotting—0
Audio-Visual Class-Incremental Learning for Fish Feeding intensity Assessment in Aquaculture—0
Distribution-aware Forgetting Compensation for Exemplar-Free Lifelong Person Re-identificationCode1
Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-TrainingCode1
LoRA Subtraction for Drift-Resistant Space in Exemplar-Free Continual LearningCode1
EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental LearningCode1
Semantic Shift Estimation via Dual-Projection and Classifier Reconstruction for Exemplar-Free Class-Incremental LearningCode1
Incremental Learning with Repetition via Pseudo-Feature ProjectionCode0
ConSense: Continually Sensing Human Activity with WiFi via Growing and PickingCode0
On the Discrimination and Consistency for Exemplar-Free Class Incremental Learning—0
PAL: Prompting Analytic Learning with Missing Modality for Multi-Modal Class-Incremental Learning—0
CSTA: Spatial-Temporal Causal Adaptive Learning for Exemplar-Free Video Class-Incremental LearningCode0
Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental LearningCode1
DASK: Distribution Rehearsing via Adaptive Style Kernel Learning for Exemplar-Free Lifelong Person Re-IdentificationCode0
TS-ACL: Closed-Form Solution for Time Series-oriented Continual Learning—0
Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental LearningCode1
ReFu: Recursive Fusion for Exemplar-Free 3D Class-Incremental Learning—0
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free CountingCode0
Adaptive Adapter Routing for Long-Tailed Class-Incremental LearningCode0
AIR: Analytic Imbalance Rectifier for Continual LearningCode1
Diffusion Model Meets Non-Exemplar Class-Incremental Learning and Beyond—0
Background Adaptation with Residual Modeling for Exemplar-Free Class-Incremental Semantic Segmentation—0
Exemplar-free Continual Representation Learning via Learnable Drift CompensationCode1
TACLE: Task and Class-aware Exemplar-free Semi-supervised Class Incremental LearningCode0
Where's That Voice Coming? Continual Learning for Sound Source Localization—0
Resurrecting Old Classes with New Data for Exemplar-Free Continual LearningCode1
Online Analytic Exemplar-Free Continual Learning with Large Models for Imbalanced Autonomous Driving TaskCode0
Future-Proofing Class Incremental Learning—0
Every Shot Counts: Using Exemplars for Repetition Counting in VideosCode1
DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental LearningCode0
Exemplar-Free Class Incremental Learning via Incremental Representation—0
GACL: Exemplar-Free Generalized Analytic Continual LearningCode1
F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental LearningCode1
REAL: Representation Enhanced Analytic Learning for Exemplar-free Class-incremental Learning—0
FeTrIL++: Feature Translation for Exemplar-Free Class-Incremental Learning with Hill-Climbing—0
DiffClass: Diffusion-Based Class Incremental Learning—0
LLM-Assisted Multi-Teacher Continual Learning for Visual Question Answering in Robotic SurgeryCode0
Random Representations Outperform Online Continually Learned RepresentationsCode0
Elastic Feature Consolidation for Cold Start Exemplar-Free Incremental LearningCode1
Divide and not forget: Ensemble of selectively trained experts in Continual LearningCode0
Towards Plastic and Stable Exemplar-Free Incremental Learning: A Dual-Learner Framework with Cumulative Parameter Averaging—0
FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual LearningCode1
Plasticity-Optimized Complementary Networks for Unsupervised Continual LearningCode0
ABC Easy as 123: A Blind Counter for Exemplar-Free Multi-Class Class-agnostic Counting—0
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