Incremental Learning with Concept Drift Detection and Prototype-based Embeddings for Graph Stream Classification Apr 3, 2024 Decision Making Drift Detection
— Unverified Slightly Shift New Classes to Remember Old Classes for Video Class-Incremental Learning Apr 1, 2024 class-incremental learning Class Incremental Learning
— Unverified Enhancing Generative Class Incremental Learning Performance with Model Forgetting Approach Mar 27, 2024 class-incremental learning Class Incremental Learning
— Unverified Towards Non-Exemplar Semi-Supervised Class-Incremental Learning Mar 27, 2024 class-incremental learning Class Incremental Learning
— Unverified DS-AL: A Dual-Stream Analytic Learning for Exemplar-Free Class-Incremental Learning Mar 26, 2024 class-incremental learning Class Incremental Learning
— Unverified Recommendation of data-free class-incremental learning algorithms by simulating future data Mar 26, 2024 class-incremental learning Class Incremental Learning
— Unverified One-Shot Domain Incremental Learning Mar 25, 2024 Continual Learning Incremental Learning
Code Code Available Exemplar-Free Class Incremental Learning via Incremental Representation Mar 24, 2024 class-incremental learning Class Incremental Learning
— Unverified Enhancing Visual Continual Learning with Language-Guided Supervision Mar 24, 2024 class-incremental learning Class Incremental Learning
— Unverified Defying Imbalanced Forgetting in Class Incremental Learning Mar 22, 2024 class-incremental learning Class Incremental Learning
— Unverified Improving Forward Compatibility in Class Incremental Learning by Increasing Representation Rank and Feature Richness Mar 22, 2024 class-incremental learning Class Incremental Learning
Code Code Available A Bag of Tricks for Few-Shot Class-Incremental Learning Mar 21, 2024 class-incremental learning Class Incremental Learning
— Unverified REAL: Representation Enhanced Analytic Learning for Exemplar-free Class-incremental Learning Mar 20, 2024 class-incremental learning Class Incremental Learning
— Unverified Confidence Self-Calibration for Multi-Label Class-Incremental Learning Mar 19, 2024 class-incremental learning Class Incremental Learning
— Unverified Learning to better see the unseen: Broad-Deep Mixed Anti-Forgetting Framework for Incremental Zero-Shot Fault Diagnosis Mar 18, 2024 Attribute Fault Diagnosis
— Unverified Controllable Relation Disentanglement for Few-Shot Class-Incremental Learning Mar 17, 2024 class-incremental learning Class Incremental Learning
— Unverified Hyperparameters in Continual Learning: A Reality Check Mar 14, 2024 class-incremental learning Class Incremental Learning
— Unverified FOCIL: Finetune-and-Freeze for Online Class Incremental Learning by Training Randomly Pruned Sparse Experts Mar 13, 2024 class-incremental learning Class Incremental Learning
Code Code Available Improving Continual Learning Performance and Efficiency with Auxiliary Classifiers Mar 12, 2024 class-incremental learning Class Incremental Learning
— Unverified 12 mJ per Class On-Device Online Few-Shot Class-Incremental Learning Mar 12, 2024 class-incremental learning Class Incremental Learning
Code Code Available FeTrIL++: Feature Translation for Exemplar-Free Class-Incremental Learning with Hill-Climbing Mar 12, 2024 class-incremental learning Class Incremental Learning
— Unverified CEAT: Continual Expansion and Absorption Transformer for Non-Exemplar Class-Incremental Learning Mar 11, 2024 class-incremental learning Class Incremental Learning
— Unverified Probing Image Compression For Class-Incremental Learning Mar 10, 2024 class-incremental learning Class Incremental Learning
— Unverified A streamlined Approach to Multimodal Few-Shot Class Incremental Learning for Fine-Grained Datasets Mar 10, 2024 class-incremental learning Class Incremental Learning
Code Code Available Coherent Temporal Synthesis for Incremental Action Segmentation Mar 10, 2024 Action Recognition Action Segmentation
— Unverified Towards Efficient Replay in Federated Incremental Learning Mar 9, 2024 Federated Learning Incremental Learning
— Unverified DiffClass: Diffusion-Based Class Incremental Learning Mar 8, 2024 class-incremental learning Class Incremental Learning
— Unverified VLM-PL: Advanced Pseudo Labeling Approach for Class Incremental Object Detection via Vision-Language Model Mar 8, 2024 Class-Incremental Object Detection Incremental Learning
— Unverified Contrastive Augmented Graph2Graph Memory Interaction for Few Shot Continual Learning Mar 7, 2024 class-incremental learning Class Incremental Learning
— Unverified Personalized Negative Reservoir for Incremental Learning in Recommender Systems Mar 6, 2024 Incremental Learning Recommendation Systems
— Unverified Adaptive Discovering and Merging for Incremental Novel Class Discovery Mar 6, 2024 class-incremental learning Class Incremental Learning
— Unverified Recall-Oriented Continual Learning with Generative Adversarial Meta-Model Mar 5, 2024 Continual Learning Incremental Learning
Code Code Available BSDP: Brain-inspired Streaming Dual-level Perturbations for Online Open World Object Detection Mar 5, 2024 Incremental Learning object-detection
— Unverified Open-world Machine Learning: A Review and New Outlooks Mar 4, 2024 class-incremental learning Class Incremental Learning
— Unverified Learning Causal Features for Incremental Object Detection Mar 1, 2024 Incremental Learning Object
— Unverified Towards Backward-Compatible Continual Learning of Image Compression Feb 29, 2024 Continual Learning Image Compression
Code Code Available Gradient Reweighting: Towards Imbalanced Class-Incremental Learning Feb 28, 2024 class-incremental learning Class Incremental Learning
— Unverified Generalizable Two-Branch Framework for Image Class-Incremental Learning Feb 28, 2024 class-incremental learning Class Incremental Learning
— Unverified SDDGR: Stable Diffusion-based Deep Generative Replay for Class Incremental Object Detection Feb 27, 2024 class-incremental learning Class Incremental Learning
— Unverified MCF-VC: Mitigate Catastrophic Forgetting in Class-Incremental Learning for Multimodal Video Captioning Feb 27, 2024 class-incremental learning Class Incremental Learning
— Unverified EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams Feb 26, 2024 EEG Electroencephalogram (EEG)
— Unverified Program-Based Strategy Induction for Reinforcement Learning Feb 26, 2024 Incremental Learning Program induction
— Unverified Hyperdimensional Representation Learning for Node Classification and Link Prediction Feb 26, 2024 Classification class-incremental learning
— Unverified Towards Robust Graph Incremental Learning on Evolving Graphs Feb 20, 2024 Incremental Learning
— Unverified Efficient Parameter Mining and Freezing for Continual Object Detection Feb 20, 2024 Continual Learning Incremental Learning
— Unverified Neuro-mimetic Task-free Unsupervised Online Learning with Continual Self-Organizing Maps Feb 19, 2024 class-incremental learning Class Incremental Learning
— Unverified Balancing the Causal Effects in Class-Incremental Learning Feb 15, 2024 class-incremental learning Class Incremental Learning
— Unverified A novel spatial-frequency domain network for zero-shot incremental learning Feb 11, 2024 image-classification Image Classification
— Unverified MAGNETO: Edge AI for Human Activity Recognition -- Privacy and Personalization Feb 11, 2024 Activity Recognition Human Activity Recognition
— Unverified TaE: Task-aware Expandable Representation for Long Tail Class Incremental Learning Feb 8, 2024 class-incremental learning Class Incremental Learning
— Unverified 