Covariance-based Space Regularization for Few-shot Class Incremental Learning Nov 2, 2024 class-incremental learning Class Incremental Learning
Code Code Available Class Incremental Learning with Task-Specific Batch Normalization and Out-of-Distribution Detection Nov 1, 2024 class-incremental learning Class Incremental Learning
— Unverified EXACFS -- A CIL Method to mitigate Catastrophic Forgetting Oct 31, 2024 class-incremental learning Class Incremental Learning
— Unverified Incremental Learning of Retrievable Skills For Efficient Continual Task Adaptation Oct 30, 2024 Imitation Learning Incremental Learning
— Unverified Similarity-based context aware continual learning for spiking neural networks Oct 28, 2024 class-incremental learning Class Incremental Learning
Code Code Available Task Confusion and Catastrophic Forgetting in Class-Incremental Learning: A Mathematical Framework for Discriminative and Generative Modelings Oct 28, 2024 class-incremental learning Class Incremental Learning
Code Code Available Plastic Learning with Deep Fourier Features Oct 27, 2024 class-incremental learning Class Incremental Learning
— Unverified Incremental Learning of Affordances using Markov Logic Networks Oct 23, 2024 Incremental Learning
— Unverified Closed-form merging of parameter-efficient modules for Federated Continual Learning Oct 23, 2024 class-incremental learning Class Incremental Learning
— Unverified RE-tune: Incremental Fine Tuning of Biomedical Vision-Language Models for Multi-label Chest X-ray Classification Oct 23, 2024 Computational Efficiency Incremental Learning
— Unverified AdaptoML-UX: An Adaptive User-centered GUI-based AutoML Toolkit for Non-AI Experts and HCI Researchers Oct 22, 2024 Automated Feature Engineering AutoML
Code Code Available TS-ACL: Closed-Form Solution for Time Series-oriented Continual Learning Oct 21, 2024 class-incremental learning Class Incremental Learning
— Unverified Hybrid Memory Replay: Blending Real and Distilled Data for Class Incremental Learning Oct 20, 2024 class-incremental learning Class Incremental Learning
— Unverified Task Consistent Prototype Learning for Incremental Few-shot Semantic Segmentation Oct 16, 2024 Few-Shot Semantic Segmentation Incremental Learning
— Unverified Open World Object Detection: A Survey Oct 15, 2024 Incremental Learning Object
Code Code Available Queryable Prototype Multiple Instance Learning with Vision-Language Models for Incremental Whole Slide Image Classification Oct 14, 2024 Classification image-classification
Code Code Available Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach Oct 14, 2024 class-incremental learning Class Incremental Learning
Code Code Available Task Adaptive Feature Distribution Based Network for Few-shot Fine-grained Target Classification Oct 13, 2024 Incremental Learning
— Unverified Foundation Model-Powered 3D Few-Shot Class Incremental Learning via Training-free Adaptor Oct 11, 2024 class-incremental learning Class Incremental Learning
Code Code Available CL3: A Collaborative Learning Framework for the Medical Data Ensuring Data Privacy in the Hyperconnected Environment Oct 10, 2024 Incremental Learning Transfer Learning
Code Code Available IncSAR: A Dual Fusion Incremental Learning Framework for SAR Target Recognition Oct 8, 2024 Denoising Incremental Learning
Code Code Available Brain-inspired continual pre-trained learner via silent synaptic consolidation Oct 8, 2024 class-incremental learning Class Incremental Learning
— Unverified CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning Oct 8, 2024 class-incremental learning Class Incremental Learning
Code Code Available Fair Class-Incremental Learning using Sample Weighting Oct 2, 2024 class-incremental learning Class Incremental Learning
— Unverified An Intrinsically Knowledge-Transferring Developmental Spiking Neural Network for Tactile Classification Oct 1, 2024 Incremental Learning Transfer Learning
— Unverified Dual Consolidation for Pre-Trained Model-Based Domain-Incremental Learning Oct 1, 2024 Incremental Learning
— Unverified M2Distill: Multi-Modal Distillation for Lifelong Imitation Learning Sep 30, 2024 Imitation Learning Incremental Learning
— Unverified How green is continual learning, really? Analyzing the energy consumption in continual training of vision foundation models Sep 27, 2024 Continual Learning Incremental Learning
— Unverified Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental Learning Sep 26, 2024 class-incremental learning Class Incremental Learning
Code Code Available Continual learning with task specialist Sep 26, 2024 class-incremental learning Class Incremental Learning
— Unverified Applying Incremental Learning in Binary-Addition-Tree Algorithm for Dynamic Binary-State Network Reliability Sep 24, 2024 Computational Efficiency Incremental Learning
— Unverified SurgIRL: Towards Life-Long Learning for Surgical Automation by Incremental Reinforcement Learning Sep 24, 2024 Incremental Learning reinforcement-learning
— Unverified Improving Intersession Reproducibility for Forearm Ultrasound based Hand Gesture Classification through an Incremental Learning Approach Sep 24, 2024 Incremental Learning
— Unverified Dynamic Integration of Task-Specific Adapters for Class Incremental Learning Sep 23, 2024 class-incremental learning Class Incremental Learning
— Unverified Continual Learning for Multimodal Data Fusion of a Soft Gripper Sep 20, 2024 Continual Learning Incremental Learning
— Unverified A preliminary study on continual learning in computer vision using Kolmogorov-Arnold Networks Sep 20, 2024 class-incremental learning Class Incremental Learning
Code Code Available ReFu: Recursive Fusion for Exemplar-Free 3D Class-Incremental Learning Sep 18, 2024 class-incremental learning Class Incremental Learning
— Unverified Knowledge Adaptation Network for Few-Shot Class-Incremental Learning Sep 18, 2024 class-incremental learning Class Incremental Learning
— Unverified Promise and Peril of Collaborative Code Generation Models: Balancing Effectiveness and Memorization Sep 18, 2024 Code Generation Federated Learning
— Unverified Few-Shot Class-Incremental Learning with Non-IID Decentralized Data Sep 18, 2024 class-incremental learning Class Incremental Learning
— Unverified Versatile Incremental Learning: Towards Class and Domain-Agnostic Incremental Learning Sep 17, 2024 Incremental Learning
Code Code Available Reducing Catastrophic Forgetting in Online Class Incremental Learning Using Self-Distillation Sep 17, 2024 class-incremental learning Class Incremental Learning
— Unverified Evaluating the Efficacy of Instance Incremental vs. Batch Learning in Delayed Label Environments: An Empirical Study on Tabular Data Streaming for Fraud Detection Sep 16, 2024 Computational Efficiency Fraud Detection
Code Code Available From Uncertainty to Clarity: Uncertainty-Guided Class-Incremental Learning for Limited Biomedical Samples via Semantic Expansion Sep 12, 2024 class-incremental learning Class Incremental Learning
— Unverified A Continual and Incremental Learning Approach for TinyML On-device Training Using Dataset Distillation and Model Size Adaption Sep 11, 2024 Anomaly Detection Computational Efficiency
— Unverified Adaptive Adapter Routing for Long-Tailed Class-Incremental Learning Sep 11, 2024 class-incremental learning Class Incremental Learning
Code Code Available Continual Domain Incremental Learning for Privacy-aware Digital Pathology Sep 10, 2024 Continual Learning Incremental Learning
— Unverified Interactive incremental learning of generalizable skills with local trajectory modulation Sep 9, 2024 Continual Learning Imitation Learning
Code Code Available Joint Input and Output Coordination for Class-Incremental Learning Sep 9, 2024 class-incremental learning Class Incremental Learning
— Unverified Buffer-based Gradient Projection for Continual Federated Learning Sep 3, 2024 Federated Learning Incremental Learning
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