The Bayesian Approach to Continual Learning: An Overview Jul 11, 2025 Bayesian Inference class-incremental learning
— Unverified Balancing the Past and Present: A Coordinated Replay Framework for Federated Class-Incremental Learning Jul 10, 2025 class-incremental learning Class Incremental Learning
— Unverified Addressing Imbalanced Domain-Incremental Learning through Dual-Balance Collaborative Experts Jul 9, 2025 Continual Learning Incremental Learning
Code Code Available DuET: Dual Incremental Object Detection via Exemplar-Free Task Arithmetic Jun 26, 2025 Autonomous Driving Avg
— Unverified Class-Incremental Learning for Honey Botanical Origin Classification with Hyperspectral Images: A Study with Continual Backpropagation Jun 12, 2025 class-incremental learning Class Incremental Learning
— Unverified Hyperbolic Dual Feature Augmentation for Open-Environment Jun 10, 2025 class-incremental learning Class Incremental Learning
— Unverified L3A: Label-Augmented Analytic Adaptation for Multi-Label Class Incremental Learning Jun 1, 2025 class-incremental learning Class Incremental Learning
Code Code Available CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning May 30, 2025 class-incremental learning Class Incremental Learning
Code Code Available Buffer-free Class-Incremental Learning with Out-of-Distribution Detection May 29, 2025 class-incremental learning Class Incremental Learning
— Unverified Boosting Domain Incremental Learning: Selecting the Optimal Parameters is All You Need May 29, 2025 All image-classification
Code Code Available Few-Shot Class-Incremental Learning For Efficient SAR Automatic Target Recognition May 26, 2025 class-incremental learning Class Incremental Learning
— Unverified Improving Ad matching via Cluster-Adaptive Keyword Expansion and Relevance tuning May 24, 2025 Incremental Learning
— Unverified Large Language Models in the Task of Automatic Validation of Text Classifier Predictions May 24, 2025 Incremental Learning text-classification
— Unverified Teaching with Lies: Curriculum DPO on Synthetic Negatives for Hallucination Detection May 23, 2025 Fact Checking Hallucination
— Unverified Hypergraph Tversky-Aware Domain Incremental Learning for Brain Tumor Segmentation with Missing Modalities May 22, 2025 Brain Tumor Segmentation Incremental Learning
Code Code Available A Unified Gradient-based Framework for Task-agnostic Continual Learning-Unlearning May 21, 2025 Continual Learning Incremental Learning
— Unverified StPR: Spatiotemporal Preservation and Routing for Exemplar-Free Video Class-Incremental Learning May 20, 2025 class-incremental learning Class Incremental Learning
— Unverified Listen, Analyze, and Adapt to Learn New Attacks: An Exemplar-Free Class Incremental Learning Method for Audio Deepfake Source Tracing May 20, 2025 class-incremental learning Class Incremental Learning
— Unverified Efficient Federated Class-Incremental Learning of Pre-Trained Models via Task-agnostic Low-rank Residual Adaptation May 18, 2025 class-incremental learning Class Incremental Learning
— Unverified AnalyticKWS: Towards Exemplar-Free Analytic Class Incremental Learning for Small-footprint Keyword Spotting May 17, 2025 class-incremental learning Class Incremental Learning
— Unverified Foundation Time-Series AI Model for Realized Volatility Forecasting May 16, 2025 Incremental Learning Time Series
— Unverified Privacy-Aware Lifelong Learning May 16, 2025 image-classification Image Classification
Code Code Available Completely Weakly Supervised Class-Incremental Learning for Semantic Segmentation May 16, 2025 class-incremental learning Class Incremental Learning
— Unverified SEAL: Searching Expandable Architectures for Incremental Learning May 15, 2025 AutoML Capacity Estimation
— Unverified Preserving Plasticity in Continual Learning with Adaptive Linearity Injection May 14, 2025 class-incremental learning Class Incremental Learning
— Unverified GradMix: Gradient-based Selective Mixup for Robust Data Augmentation in Class-Incremental Learning May 13, 2025 class-incremental learning Class Incremental Learning
— Unverified PrePrompt: Predictive prompting for class incremental learning May 13, 2025 Classifier calibration class-incremental learning
Code Code Available Low-Complexity Inference in Continual Learning via Compressed Knowledge Transfer May 13, 2025 class-incremental learning Class Incremental Learning
— Unverified A Federated Random Forest Solution for Secure Distributed Machine Learning May 12, 2025 Federated Learning Incremental Learning
Code Code Available Beyond CLIP Generalization: Against Forward&Backward Forgetting Adapter for Continual Learning of Vision-Language Models May 12, 2025 Continual Learning Few-Shot Learning
— Unverified Autoencoder-Based Hybrid Replay for Class-Incremental Learning May 9, 2025 class-incremental learning Class Incremental Learning
— Unverified Componential Prompt-Knowledge Alignment for Domain Incremental Learning May 7, 2025 Incremental Learning Transfer Learning
Code Code Available Lifelong Whole Slide Image Analysis: Online Vision-Language Adaptation and Past-to-Present Gradient Distillation May 4, 2025 class-incremental learning Class Incremental Learning
— Unverified A Framework for Elastic Adaptation of User Multiple Intents in Sequential Recommendation Apr 30, 2025 Incremental Learning Sequential Recommendation
— Unverified Feature Staleness Aware Incremental Learning for CTR Prediction Apr 29, 2025 Click-Through Rate Prediction Incremental Learning
Code Code Available SetKE: Knowledge Editing for Knowledge Elements Overlap Apr 29, 2025 Incremental Learning knowledge editing
— Unverified Capturing Aerodynamic Characteristics of ATTAS Aircraft with Evolving Intelligent System Apr 28, 2025 Incremental Learning
— Unverified LODAP: On-Device Incremental Learning Via Lightweight Operations and Data Pruning Apr 28, 2025 Incremental Learning
Code Code Available Enhancing Pre-Trained Model-Based Class-Incremental Learning through Neural Collapse Apr 25, 2025 class-incremental learning Class Incremental Learning
— Unverified Noise-Tolerant Coreset-Based Class Incremental Continual Learning Apr 23, 2025 class-incremental learning Class Incremental Learning
— Unverified Audio-Visual Class-Incremental Learning for Fish Feeding intensity Assessment in Aquaculture Apr 21, 2025 Benchmarking class-incremental learning
— Unverified Incremental Attractor Neural Network Modelling of the Lifespan Retrieval Curve Apr 20, 2025 Incremental Learning Retrieval
— Unverified No Imputation of Missing Values In Tabular Data Classification Using Incremental Learning Apr 20, 2025 Imputation Incremental Learning
— Unverified Evaluating Temporal Plasticity in Foundation Time Series Models for Incremental Fine-tuning Apr 20, 2025 Continual Learning Incremental Learning
— Unverified Semi-parametric Memory Consolidation: Towards Brain-like Deep Continual Learning Apr 20, 2025 class-incremental learning Class Incremental Learning
— Unverified MEGA: Second-Order Gradient Alignment for Catastrophic Forgetting Mitigation in GFSCIL Apr 18, 2025 class-incremental learning Class Incremental Learning
— Unverified Safety Monitoring for Learning-Enabled Cyber-Physical Systems in Out-of-Distribution Scenarios Apr 18, 2025 Conformal Prediction Incremental Learning
— Unverified Harmony: A Unified Framework for Modality Incremental Learning Apr 17, 2025 Incremental Learning
— Unverified Adaptive Decision Boundary for Few-Shot Class-Incremental Learning Apr 15, 2025 class-incremental learning Class Incremental Learning
Code Code Available GPS: Distilling Compact Memories via Grid-based Patch Sampling for Efficient Online Class-Incremental Learning Apr 14, 2025 class-incremental learning Class Incremental Learning
— Unverified 