continual learning

HLML-SNN：Fast Continual Learning in Spiking Neural Networks Achieved via Hebbian Learning-Driven Meta-Learning AAAI 2026 HyCal: A Training-Free Prototype Calibration Method for Cross-Discipline Few-Shot Class-Incremental Learning CVPR 2026 Incremental Object Detection via Future-Aware Decoupled Cross-Head Distillation CVPR 2026 Is Parameter Isolation Better for Prompt-Based Continual Learning? CVPR 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 from Itself: Mining Internal Knowledge from Vision Language Models for Continual Learning CVPR 2026 Learning with Preserving for Continual Multitask Learning AAAI 2026 Lifelong Imitation Learning with Multimodal Latent Replay and Incremental Adjustment CVPR 2026 Lifelong Language-Conditioned Robotic Manipulation Learning AAAI 2026 Live Interactive Training for Video Segmentation CVPR 2026 LoRA in LoRA: Towards Parameter-Efficient Architecture Expansion for Continual Visual Instruction Tuning AAAI 2026 MacVQA: Adaptive Memory Allocation and Global Noise Filtering for Continual Visual Question Answering AAAI 2026 MedPEFT-CL: Dual-Phase Parameter-Efficient Continual Learning with Medical Semantic Adapter and Bidirectional Memory Consolidation WACV 2026 MergeSlide: Continual Model Merging and Task-to-Class Prompt-Aligned Inference for Lifelong Learning on Whole Slide Images WACV 2026 MoEC: A Memory-Routed Mixture-of-Experts Controller for Adaptive Minecraft Control ACL 2026 More Than Memory Savings: Zeroth-Order Optimization Mitigates Forgetting in Continual Learning WACV 2026 MPBoCo: Multimodal Prompt-based Boundary-enhanced Continual Framework for Joint Entity and Relation Extraction ACL 2026 Multimodal Continual Instruction Tuning with Dynamic Gradient Guidance CVPR 2026 New Metrics for Disambiguating Feature Overlap and Catastrophic Forgetting in Incremental Learning Contexts (Student Abstract) AAAI 2026 Octopus: History-Free Gradient Orthogonalization for Continual Learning in Multimodal Large Language Models CVPR 2026 OnEDIT: Online Editing with Decoupled Implicit Task for Large Language Models AAAI 2026 Optimal L2 Regularization in High-dimensional Continual Linear Regression ALT 2026