Continual Learning

Adapt Before Continual Learning AAAI 2026 Adaptive Data Flywheel: Applying MAPE Control Loops to AI Agent Improvement EACL 2026 Adaptive-Learngene: Continual Expansion and Task-Aware Selection of Learngenes for Dynamic Environments AAAI 2026 Adversarial Perturbation Shield: Preventing Concept Bleed-through in Continual Learning of Personalized Generative Models AAAI 2026 Adversarial Pseudo-replay for Exemplar-free Class-incremental Learning WACV 2026 Anatomical Domain Shifts: Test-time Heterogeneous Adaptation for 3D Human Pose Prediction CVPR 2026 ARNS: Adaptive Relation-Aware Negative Sampling with Curriculum Learning for Inductive Knowledge Graph Completion AAAI 2026 A Stage-Aware Mixture of Experts Framework for Neurodegenerative Disease Progression Modelling AAAI 2026 Attention Retention for Continual Learning with Vision Transformers AAAI 2026 Autonomous Concept Drift Threshold Determination AAAI 2026 Better Matching, Less Forgetting: A Quality-Guided Matcher for Transformer-based Incremental Object Detection AAAI 2026 Beyond Random Sampling: Efficient Language Model Pretraining via Curriculum Learning EACL 2026 Beyond Sharpness: A Flatness Decomposition Framework for Efficient Continual Learning AAAI 2026 Branch, or Layer? Zeroth-Order Optimization for Continual Learning of Vision-Language Models AAAI 2026 Bring Your Dreams to Life: Continual Text-to-Video Customization AAAI 2026 CADE: Continual Weakly-supervised Video Anomaly Detection with Ensembles WACV 2026 Catastrophic Forgetting in Kolmogorov-Arnold Networks AAAI 2026 CiNuSeg: Class Incremental Nuclei Segmentation via Anchor-driven Consistency Learning with Dual Region Regularization AAAI 2026 CIP-Net: Continual Interpretable Prototype-based Network AAAI 2026 Class Incremental Medical Image Segmentation via Prototype-Guided Calibration and Dual-Aligned Distillation AAAI 2026 Compensating Distribution Drifts in Continual Learning with Pre-trained Vision Transformers AAAI 2026 Composition-Incremental Learning for Compositional Generalization AAAI 2026 ConSurv: Multimodal Continual Learning for Survival Analysis AAAI 2026 Continual Neural Topic Model EACL 2026 Continual Out-of-Distribution Detection with Analytic Neural Collapse AAAI 2026