Rapid Adaptation in Online Continual Learning: Are We Evaluating It Right? May 16, 2023 Continual Learning
Code Code Available Low-Rank Continual Personalization of Diffusion Models Oct 7, 2024 Continual Learning
Code Code Available Triple Memory Networks: a Brain-Inspired Method for Continual Learning Mar 6, 2020 Attribute class-incremental learning
Code Code Available Dynamic VAEs with Generative Replay for Continual Zero-shot Learning Apr 26, 2021 Continual Learning Zero-Shot Learning
Code Code Available Rates of Convergence for Sparse Variational Gaussian Process Regression Mar 8, 2019 Continual Learning regression
Code Code Available Continual Learning for Infinite Hierarchical Change-Point Detection Oct 22, 2019 Change Point Detection Continual Learning
Code Code Available RCL: Reliable Continual Learning for Unified Failure Detection Jan 1, 2024 Continual Learning Decision Making
Code Code Available Read Between the Layers: Leveraging Multi-Layer Representations for Rehearsal-Free Continual Learning with Pre-Trained Models Dec 13, 2023 class-incremental learning Class Incremental Learning
Code Code Available Statistical mechanics of continual learning: variational principle and mean-field potential Dec 6, 2022 Continual Learning Multi-Task Learning
Code Code Available TriRE: A Multi-Mechanism Learning Paradigm for Continual Knowledge Retention and Promotion Oct 12, 2023 Continual Learning
Code Code Available LW2G: Learning Whether to Grow for Prompt-based Continual Learning Sep 27, 2024 Continual Learning Prompt Learning
Code Code Available Continual Learning for Human State Monitoring Jun 29, 2022 Continual Learning Time Series
Code Code Available Beyond Unimodal Learning: The Importance of Integrating Multiple Modalities for Lifelong Learning May 4, 2024 Continual Learning Lifelong learning
Code Code Available Continual Learning for Generative Retrieval over Dynamic Corpora Aug 29, 2023 Continual Learning Quantization
Code Code Available A Probabilistic Framework for Modular Continual Learning Jun 11, 2023 Continual Learning
Code Code Available Dynamic Sub-graph Distillation for Robust Semi-supervised Continual Learning Dec 27, 2023 Continual Learning graph construction
Code Code Available RecallM: An Adaptable Memory Mechanism with Temporal Understanding for Large Language Models Jul 6, 2023 Continual Learning In-Context Learning
Code Code Available Recall-Oriented Continual Learning with Generative Adversarial Meta-Model Mar 5, 2024 Continual Learning Incremental Learning
Code Code Available Dynamically Modular and Sparse General Continual Learning Jan 2, 2023 Continual Learning
Code Code Available RECALL: Rehearsal-free Continual Learning for Object Classification Sep 29, 2022 Classification Continual Learning
Code Code Available Dynamically Masked Discriminator for Generative Adversarial Networks Jun 13, 2023 Continual Learning
Code Code Available Continual Learning for Behavior-based Driver Identification Dec 14, 2024 Continual Learning Driver Identification
Code Code Available Recasting Continual Learning as Sequence Modeling Oct 18, 2023 Continual Learning
Code Code Available Dynamically Anchored Prompting for Task-Imbalanced Continual Learning Apr 23, 2024 Continual Learning
Code Code Available Adaptive Visual Scene Understanding: Incremental Scene Graph Generation Oct 2, 2023 Benchmarking Continual Learning
Code Code Available MAML-CL: Edited Model-Agnostic Meta-Learning for Continual Learning Nov 16, 2021 Continual Learning Meta-Learning
Code Code Available Unsupervised Online Continual Learning for Automatic Speech Recognition Jun 18, 2024 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available Continual Learning for Automated Audio Captioning Using The Learning Without Forgetting Approach Jul 16, 2021 Audio captioning Continual Learning
Code Code Available Continual Learning Approaches for Anomaly Detection Dec 21, 2022 Anomaly Detection Continual Learning
Code Code Available Mask and Compress: Efficient Skeleton-based Action Recognition in Continual Learning Jul 1, 2024 Action Recognition Continual Learning
Code Code Available Masked Autoencoders are Efficient Continual Federated Learners Jun 6, 2023 Continual Learning Federated Learning
Code Code Available Masked Autoencoders are Parameter-Efficient Federated Continual Learners Nov 4, 2024 Continual Learning Federated Learning
Code Code Available A Parameter-free Adaptive Resonance Theory-based Topological Clustering Algorithm Capable of Continual Learning May 1, 2023 Clustering Continual Learning
Code Code Available Maslow's Hammer for Catastrophic Forgetting: Node Re-Use vs Node Activation May 18, 2022 Continual Learning
Code Code Available Simplest Streaming Trees Oct 16, 2021 Continual Learning Transfer Learning
Code Code Available Accurate Forgetting for Heterogeneous Federated Continual Learning Feb 20, 2025 Continual Learning Federated Learning
Code Code Available Towards a Unified Framework for Adaptable Problematic Content Detection via Continual Learning Sep 29, 2023 Continual Learning Diversity
Code Code Available StreamFP: Learnable Fingerprint-guided Data Selection for Efficient Stream Learning Jun 11, 2024 Computational Efficiency Continual Learning
Code Code Available A continual learning survey: Defying forgetting in classification tasks Sep 18, 2019 Classification Continual Learning
Code Code Available Continual Gradient Low-Rank Projection Fine-Tuning for LLMs Jul 3, 2025 Continual Learning
Code Code Available Two Complementary Perspectives to Continual Learning: Ask Not Only What to Optimize, But Also How Nov 8, 2023 Continual Learning
Code Code Available Towards Backward-Compatible Continual Learning of Image Compression Feb 29, 2024 Continual Learning Image Compression
Code Code Available Adversarially Diversified Rehearsal Memory (ADRM): Mitigating Memory Overfitting Challenge in Continual Learning May 20, 2024 Continual Learning Diversity
Code Code Available Memorization and Knowledge Injection in Gated LLMs Apr 30, 2025 Continual Learning Memorization
Code Code Available Dynamic Allocation Hypernetwork with Adaptive Model Recalibration for Federated Continual Learning Mar 25, 2025 Continual Learning Federated Learning
Code Code Available Memory-Based Optimization Methods for Model-Agnostic Meta-Learning and Personalized Federated Learning Jun 9, 2021 Continual Learning Federated Learning
Code Code Available What to Do When Your Discrete Optimization Is the Size of a Neural Network? Feb 15, 2024 Continual Learning image-classification
Code Code Available Expanding continual few-shot learning benchmarks to include recognition of specific instances Aug 26, 2022 continual few-shot learning Continual Learning
Code Code Available Continual Dialogue State Tracking via Reason-of-Select Distillation Aug 19, 2024 Continual Learning Dialogue State Tracking
Code Code Available Refining Sample Embeddings with Relation Prototypes to Enhance Continual Relation Extraction Aug 1, 2021 Continual Learning Continual Relation Extraction
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