Data-Free Generative Replay for Class-Incremental Learning on Imbalanced Data Jun 7, 2024 class-incremental learning Class Incremental Learning
Code Code Available Decision Boundary-aware Knowledge Consolidation Generates Better Instance-Incremental Learner Jun 5, 2024 class-incremental learning Class Incremental Learning
— Unverified Harnessing Neural Unit Dynamics for Effective and Scalable Class-Incremental Learning Jun 4, 2024 class-incremental learning Class Incremental Learning
— Unverified Federated Class-Incremental Learning with Hierarchical Generative Prototypes Jun 4, 2024 class-incremental learning Class Incremental Learning
— Unverified iKAN: Global Incremental Learning with KAN for Human Activity Recognition Across Heterogeneous Datasets Jun 3, 2024 Activity Recognition Continual Learning
— Unverified Multi-label Class Incremental Emotion Decoding with Augmented Emotional Semantics Learning May 31, 2024 class-incremental learning Class Incremental Learning
— Unverified Federated Continual Learning Goes Online: Uncertainty-Aware Memory Management for Vision Tasks and Beyond May 29, 2024 class-incremental learning Class Incremental Learning
— Unverified Recent Advances of Foundation Language Models-based Continual Learning: A Survey May 28, 2024 class-incremental learning Class Incremental Learning
— Unverified Compositional Few-Shot Class-Incremental Learning May 27, 2024 class-incremental learning Class Incremental Learning
Code Code Available On Sequential Loss Approximation for Continual Learning May 26, 2024 class-incremental learning Class Incremental Learning
Code Code Available Protect-Your-IP: Scalable Source-Tracing and Attribution against Personalized Generation May 26, 2024 Attribute Incremental Learning
— Unverified Few-shot Tuning of Foundation Models for Class-incremental Learning May 26, 2024 class-incremental learning Class Incremental Learning
Code Code Available A Classifier-Free Incremental Learning Framework for Scalable Medical Image Segmentation May 25, 2024 Contrastive Learning Image Segmentation
— Unverified A Second-Order Perspective on Model Compositionality and Incremental Learning May 25, 2024 Incremental Learning
— Unverified Rethinking Class-Incremental Learning from a Dynamic Imbalanced Learning Perspective May 24, 2024 class-incremental learning Class Incremental Learning
Code Code Available Adaptive Retention & Correction: Test-Time Training for Continual Learning May 23, 2024 ARC Continual Learning
— Unverified Rehearsal-free Federated Domain-incremental Learning May 22, 2024 Contrastive Learning Federated Learning
— Unverified Mitigating Interference in the Knowledge Continuum through Attention-Guided Incremental Learning May 22, 2024 class-incremental learning Class Incremental Learning
Code Code Available Data-Free Federated Class Incremental Learning with Diffusion-Based Generative Memory May 22, 2024 class-incremental learning Class Incremental Learning
— Unverified FeTT: Continual Class Incremental Learning via Feature Transformation Tuning May 20, 2024 class-incremental learning Class Incremental Learning
— Unverified Learning More Generalized Experts by Merging Experts in Mixture-of-Experts May 19, 2024 Incremental Learning Mixture-of-Experts
— Unverified Bayesian Learning-driven Prototypical Contrastive Loss for Class-Incremental Learning May 17, 2024 class-incremental learning Class Incremental Learning
— Unverified Towards Realistic Incremental Scenario in Class Incremental Semantic Segmentation May 16, 2024 Class-Incremental Semantic Segmentation Incremental Learning
Code Code Available Dynamic Feature Learning and Matching for Class-Incremental Learning May 14, 2024 class-incremental learning Class Incremental Learning
— Unverified Model-Free Unsupervised Anomaly Detection Framework in Multivariate Time-Series of Industrial Dynamical Systems May 14, 2024 Anomaly Detection Incremental Learning
— Unverified Feature Expansion and enhanced Compression for Class Incremental Learning May 13, 2024 class-incremental learning Class Incremental Learning
Code Code Available A Methodology-Oriented Study of Catastrophic Forgetting in Incremental Deep Neural Networks May 11, 2024 Incremental Learning
— Unverified Fast Evaluation of DNN for Past Dataset in Incremental Learning May 10, 2024 Incremental Learning
— Unverified Delve into Base-Novel Confusion: Redundancy Exploration for Few-Shot Class-Incremental Learning May 8, 2024 class-incremental learning Class Incremental Learning
— Unverified Few-Shot Class Incremental Learning via Robust Transformer Approach May 8, 2024 class-incremental learning Class Incremental Learning
Code Code Available Continual Learning in the Presence of Repetition May 7, 2024 class-incremental learning Class Incremental Learning
— Unverified FedProK: Trustworthy Federated Class-Incremental Learning via Prototypical Feature Knowledge Transfer May 4, 2024 class-incremental learning Class Incremental Learning
— Unverified Towards An Online Incremental Approach to Predict Students Performance May 3, 2024 Incremental Learning
— Unverified Few Shot Class Incremental Learning using Vision-Language models May 2, 2024 class-incremental learning Class Incremental Learning
— Unverified Towards Incremental Learning in Large Language Models: A Critical Review Apr 28, 2024 Continual Learning Incremental Learning
— Unverified Prompt Customization for Continual Learning Apr 28, 2024 Continual Learning Incremental Learning
Code Code Available Hard ASH: Sparsity and the right optimizer make a continual learner Apr 26, 2024 class-incremental learning Class Incremental Learning
— Unverified DynaMMo: Dynamic Model Merging for Efficient Class Incremental Learning for Medical Images Apr 22, 2024 class-incremental learning Class Incremental Learning
Code Code Available Scene Coordinate Reconstruction: Posing of Image Collections via Incremental Learning of a Relocalizer Apr 22, 2024 Incremental Learning Novel View Synthesis
— Unverified Brain-Inspired Continual Learning-Robust Feature Distillation and Re-Consolidation for Class Incremental Learning Apr 22, 2024 class-incremental learning Class Incremental Learning
— Unverified Tendency-driven Mutual Exclusivity for Weakly Supervised Incremental Semantic Segmentation Apr 18, 2024 Incremental Learning Segmentation
— Unverified Graph Continual Learning with Debiased Lossless Memory Replay Apr 17, 2024 Continual Learning Incremental Learning
— Unverified TV100: A TV Series Dataset that Pre-Trained CLIP Has Not Seen Apr 16, 2024 Incremental Learning Novel Class Discovery
— Unverified Sup3r: A Semi-Supervised Algorithm for increasing Sparsity, Stability, and Separability in Hierarchy Of Time-Surfaces architectures Apr 15, 2024 Incremental Learning
— Unverified Realistic Continual Learning Approach using Pre-trained Models Apr 11, 2024 class-incremental learning Class Incremental Learning
— Unverified Toward industrial use of continual learning : new metrics proposal for class incremental learning Apr 10, 2024 class-incremental learning Class Incremental Learning
— Unverified Multi-Label Continual Learning for the Medical Domain: A Novel Benchmark Apr 10, 2024 class-incremental learning Class Incremental Learning
— Unverified Liquid Neural Network-based Adaptive Learning vs. Incremental Learning for Link Load Prediction amid Concept Drift due to Network Failures Apr 8, 2024 Incremental Learning
— Unverified DELTA: Decoupling Long-Tailed Online Continual Learning Apr 6, 2024 Continual Learning Contrastive Learning
Code Code Available Future-Proofing Class Incremental Learning Apr 4, 2024 class-incremental learning Class Incremental Learning
— Unverified 