Continual Learning

Forgetting by Pruning: Data Deletion in Join Cardinality Estimation AAAI 2026 Forgetting Knowledge Localization and Isolation for Continual Forgetting of Pre-trained Vision Models AAAI 2026 From Continual Learning to SGD and Back: Better Rates for Continual Linear Models ALT 2026 From Imitation to Discrimination: Toward a Generalized Curriculum Advantage Mechanism Enhancing Cross-Domain Reasoning Tasks AAAI 2026 FT-MoE: Sustainable-learning Mixture of Experts for Fault-Tolerant Computing AAAI 2026 GeCo-SRT: Geometry-aware Continual Adaptation for Cross-Task Sim-to-Real Transfer CVPR 2026 Gene Incremental Learning for Single-Cell Transcriptomics AAAI 2026 Generalizable Heterogeneity-aware Federated Feature and Basic-matrix Consistency Learning AAAI 2026 GOAL: Geometrically Optimal Alignment for Continual Generalized Category Discovery AAAI 2026 Grow-on-Demand: Sparse and Adaptive Expert Expansion for Continual Instruction Tuning AAAI 2026 Harnessing Textual Semantic Priors for Knowledge Transfer and Refinement in CLIP-Driven Continual Learning AAAI 2026 HiCL: Hippocampal-Inspired Continual Learning AAAI 2026 Hierarchical Adaptive networks with Task vectors for Test-Time Adaptation WACV 2026 HLML-SNN：Fast Continual Learning in Spiking Neural Networks Achieved via Hebbian Learning-Driven Meta-Learning AAAI 2026 Improving Sustainability of Adversarial Examples in Class-Incremental Learning AAAI 2026 K-Merge: Online Continual Merging of Adapters for On-device Large Language Models ACL 2026 KSS-MoE: Knowledge Space Synergy Framework in Mixture of Experts for Continual Visual Instruction Tuning AAAI 2026 Learning Adaptive and Expandable Mixture Model for Continual Learning AAAI 2026 Learning a Fix and Explore Framework for Continuous Generalized Category Discovery AAAI 2026 Learning Dynamics as Feedback: An Adaptive Entropy Flow Dynamics Framework for Long-tailed Human Action Recognition AAAI 2026 Learning from Imperfect Data: Incremental Learning and Few-shot Learning AAAI 2026 Learning from the Undesirable: Robust Adaptation of Language Models Without Forgetting AAAI 2026 Learning with Preserving for Continual Multitask Learning AAAI 2026 LifeAlign: Lifelong Alignment for Large Language Models with Memory-Augmented Focalized Preference Optimization AAAI 2026 Lifelong Domain Adaptive 3D Human Pose Estimation AAAI 2026