Continual Learning

Towards Continually-Evolving AI: Selective and Expandable Multimodal Memory System AAAI 2026 Towards Robust Edge Model Adaptation via Elastic Architecture Search AAAI 2026 TRACE: A Generalizable Drift Detector for Streaming Data-Driven Optimization AAAI 2026 Unified Representation Causal Prompt Distillation for Re-Inference-Free Lifelong Person Re-Identification AAAI 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 Vision-language Incremental Learning with Dual Class-individual Memory AAAI 2026 YOLO-IOD: Towards Real Time Incremental Object Detection AAAI 2026 1-800-SHARED-TASKS at the Financial Misinformation Detection Challenge Task: Sequential Learning for Claim Verification and Explanation Generation in Financial Domains COLING 2025 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 Activating Sparse Part Concepts for 3D Class Incremental Learning CVPR 2025 AdaDARE-gamma: Balancing Stability and Plasticity in Multi-modal LLMs through Efficient Adaptation CVPR 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 Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental Learning CVPR 2025 Adapting Multilingual LLMs to Low-Resource Languages using Continued Pre-training and Synthetic Corpus: A Case Study for Hindi LLMs COLING 2025 Adaptive Decision Boundary for Few-Shot Class-Incremental Learning AAAI 2025 Adaptive Deep Learning from Crowds IJCAI 2025 Adaptive Graph Unlearning IJCAI 2025 Adaptive Prompting for Continual Relation Extraction: A Within-Task Variance Perspective AAAI 2025 Adaptive Prototype Replay for Class Incremental Semantic Segmentation AAAI 2025