continual learning

Towards an Incremental Unified Multimodal Anomaly Detection: Augmenting Multimodal Denoising From an Information Bottleneck Perspective CVPR 2026 Towards Closed-Loop Embodied Empathy Evolution: Probing LLM-Centric Lifelong Empathic Motion Generation in Unseen Scenarios AAAI 2026 Towards Continually-Evolving AI: Selective and Expandable Multimodal Memory System AAAI 2026 Towards Modality-Agnostic Continual Domain-Incremental Brain Lesion Segmentation MIDL 2026 Towards Multimodal Continual Knowledge Embedding with Modality Forgetting Modulation AAAI 2026 Towards Stable Federated Continual Test-Time Adaptation in Wild World CVPR 2026 Unifying Locality of KANs and Feature Drift Compensation Projection for Data-Free Replay Based Continual Face Forgery Detection AAAI 2026 UrbanPG: An Efficient Framework with Personalized Context and General Backbone Interaction for Urban Spatio-Temporal Learning AAAI 2026 Value-Driven Memory-Augmented Generation for Agentic LLMs: Towards Structured and Adaptive Knowledge Utilization AAAI 2026 Vision-language Incremental Learning with Dual Class-individual Memory AAAI 2026 WeMMU: Enhanced Bridging of Vision-Language Models and Diffusion Models via Noisy Query Tokens CVPR 2026 AAKR: Adversarial Attack-based Knowledge Retention for Continual Semantic Segmentation AAAI 2025 Achieving More with Less: Additive Prompt Tuning for Rehearsal-Free Class-Incremental Learning ICCV 2025 Action Flow Matching for Lifelong Learning RSS 2025 Activation by Interval-wise Dropout: A Simple Way to Prevent Neural Networks from Plasticity Loss ICML 2025 Active Learning for Continual Learning: Keeping the Past Alive in the Present ICLR 2025 AdaPrefix++: Integrating Adapters Prefixes and Hypernetwork for Continual Learning WACV 2025 Adapt-∞: Scalable Continual Multimodal Instruction Tuning via Dynamic Data Selection ICLR 2025 ADAPT: Attentive Self-Distillation and Dual-Decoder Prediction Fusion for Continual Panoptic Segmentation ICLR 2025 AdaptCMVC: Robust Adaption to Incremental Views in Continual Multi-view Clustering CVPR 2025 Adaptive Localization of Knowledge Negation for Continual LLM Unlearning ICML 2025 Adaptive Prompting for Continual Relation Extraction: A Within-Task Variance Perspective AAAI 2025 Adaptive Prototype Replay for Class Incremental Semantic Segmentation AAAI 2025 Adaptive Retention & Correction: Test-Time Training for Continual Learning ICLR 2025 Adjusting Model Size in Continual Gaussian Processes: How Big is Big Enough? ICML 2025