Continual Learning

HAD: Heterogeneity-Aware Distillation for Lifelong Heterogeneous Learning CVPR 2026 HyCal: A Training-Free Prototype Calibration Method for Cross-Discipline Few-Shot Class-Incremental Learning CVPR 2026 Hyperbolic Prototype Learning with Uncertainty-Aware Consistency for Continual Test-Time Segmentation CVPR 2026 If an LLM Were a Character, Would It Know Its Own Story? Evaluating Lifelong Learning in LLMs ACL 2026 K-Merge: Online Continual Merging of Adapters for On-device Large Language Models ACL 2026 Knowledge is Not Enough: Injecting RL Skills for Continual Adaptation ACL 2026 Lifelong Imitation Learning with Multimodal Latent Replay and Incremental Adjustment CVPR 2026 MoEC: A Memory-Routed Mixture-of-Experts Controller for Adaptive Minecraft Control ACL 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 OASIS: Online Sample Selection for Continual Instruction Tuning ACL 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 On Token's Dilemma: Dynamic MoE with Drift-Aware Token Assignment for Continual Learning of Large Vision Language Models CVPR 2026 Optimal L2 Regularization in High-dimensional Continual Linear Regression ALT 2026 Parameter-efficient Continual Learning for Enhancing Plasticity without Forgetting under Limited Model Capacity CVPR 2026 PASs-MoE: Mitigating Misaligned Co-drift among Router and Experts via Pathway Activation Subspaces for Continual Learning ACL 2026 Prompt-Anchored Vision-Text Distillation for Lifelong Person Re-identification CVPR 2026 Protect to Adapt: Orthogonal Subspace Control with Ranked Negative-Prompt Curriculum for Few-Shot Action Recognition CVPR 2026 Re-evaluating Continual VQA: Toward Fair and Robust Evaluation for Multimodal Continual Learning CVPR 2026 Remembrall: Leaning into Memory for Accurate Video Analytics on System-on-Chip GPUs NSDI 2026 Resolving the Stability-Plasticity Dilemma in Reinforcement Learning via Complementary Continual Critics CVPR 2026 SLoRA: Balancing Plasticity and Forgetting in Large Language Models for Continual Learning ACL 2026 Spectral Disentanglement: Rank-Aware Task Adaptation for Rehearsal-free Continual Learning in LLMs ACL 2026 Spectral Mixture-of-Experts for Continual Learning CVPR 2026