A Comprehensive Survey of Continual Learning: Theory, Method and Application Jan 31, 2023 Continual Learning Learning Theory
Code Code Available 5 Continual Learning on Dynamic Graphs via Parameter Isolation May 23, 2023 Continual Learning Graph Learning
Code Code Available 5 Continual Learning with Scaled Gradient Projection Feb 2, 2023 Continual Learning image-classification
Code Code Available 5 Adapter Learning in Pretrained Feature Extractor for Continual Learning of Diseases Apr 18, 2023 Continual Learning
Code Code Available 5 Dropout as an Implicit Gating Mechanism For Continual Learning Apr 24, 2020 Continual Learning
Code Code Available 5 Label-Efficient Online Continual Object Detection in Streaming Video Jun 1, 2022 Continual Learning Hippocampus
Code Code Available 5 La-MAML: Look-ahead Meta Learning for Continual Learning Jul 27, 2020 Continual Learning Meta-Learning
Code Code Available 5 Do Your Best and Get Enough Rest for Continual Learning Mar 24, 2025 Continual Learning Incremental Learning
Code Code Available 5 Do Pre-trained Models Benefit Equally in Continual Learning? Oct 27, 2022 Continual Learning
Code Code Available 5 Can LLMs Alleviate Catastrophic Forgetting in Graph Continual Learning? A Systematic Study May 24, 2025 Continual Learning
Code Code Available 5 Continual Learning Using a Kernel-Based Method Over Foundation Models Dec 20, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 Carousel Memory: Rethinking the Design of Episodic Memory for Continual Learning Oct 14, 2021 Continual Learning Management
Code Code Available 5 Carpe Diem: On the Evaluation of World Knowledge in Lifelong Language Models Nov 14, 2023 Continual Learning Question Answering
Code Code Available 5 Latent Replay for Real-Time Continual Learning Dec 2, 2019 Continual Learning CPU
Code Code Available 5 Learn From Others and Be Yourself in Heterogeneous Federated Learning Jan 1, 2022 Continual Learning Federated Learning
Code Code Available 5 Catastrophic Forgetting in Deep Graph Networks: an Introductory Benchmark for Graph Classification Mar 22, 2021 Continual Learning General Classification
Code Code Available 5 Do You Remember? Overcoming Catastrophic Forgetting for Fake Audio Detection Aug 7, 2023 Continual Learning Emotion Recognition
Code Code Available 5 Avoiding Catastrophe: Active Dendrites Enable Multi-Task Learning in Dynamic Environments Dec 31, 2021 Continual Learning Deep Learning
Code Code Available 5 CaT: Balanced Continual Graph Learning with Graph Condensation Sep 18, 2023 Continual Learning Graph Learning
Code Code Available 5 CBA: Improving Online Continual Learning via Continual Bias Adaptor Aug 14, 2023 Continual Learning
Code Code Available 5 CCL: Continual Contrastive Learning for LiDAR Place Recognition Mar 24, 2023 Autonomous Driving Continual Learning
Code Code Available 5 C-COMA: A CONTINUAL REINFORCEMENT LEARNING MODEL FOR DYNAMIC MULTIAGENT ENVIRONMENTS Apr 5, 2021 Continual Learning Multi-agent Reinforcement Learning
Code Code Available 5 Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual Learning Aug 18, 2023 class-incremental learning Class Incremental Learning
Code Code Available 5 Learning Successor Features the Simple Way Oct 29, 2024 Continual Learning Deep Reinforcement Learning
Code Code Available 5 Class-Incremental Learning with Generative Classifiers Apr 20, 2021 class-incremental learning Class Incremental Learning
Code Code Available 5 CLIP model is an Efficient Continual Learner Oct 6, 2022 Continual Learning Incremental Learning
Code Code Available 5 Continual Learning with Echo State Networks May 17, 2021 Continual Learning
Code Code Available 5 Learning to Continuously Optimize Wireless Resource in a Dynamic Environment: A Bilevel Optimization Perspective May 3, 2021 Bilevel Optimization Continual Learning
Code Code Available 5 Drinking from a Firehose: Continual Learning with Web-scale Natural Language Jul 18, 2020 Continual Learning
Code Code Available 5 CF-KAN: Kolmogorov-Arnold Network-based Collaborative Filtering to Mitigate Catastrophic Forgetting in Recommender Systems Aug 25, 2024 Collaborative Filtering Continual Learning
Code Code Available 5 A preliminary study on continual learning in computer vision using Kolmogorov-Arnold Networks Sep 20, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 Continual Learning with Gated Incremental Memories for sequential data processing Apr 8, 2020 Continual Learning Reinforcement Learning
Code Code Available 5 Dynosaur: A Dynamic Growth Paradigm for Instruction-Tuning Data Curation May 23, 2023 Continual Learning
Code Code Available 5 Chameleon: A MatMul-Free Temporal Convolutional Network Accelerator for End-to-End Few-Shot and Continual Learning from Sequential Data May 30, 2025 Continual Learning Few-Shot Learning
Code Code Available 5 Fine-tuned Language Models are Continual Learners May 24, 2022 Continual Learning
Code Code Available 5 On Tiny Episodic Memories in Continual Learning Feb 27, 2019 Class Incremental Learning Continual Learning
Code Code Available 5 Continual Multimodal Knowledge Graph Construction May 15, 2023 Continual Learning graph construction
Code Code Available 5 Continual Model-Based Reinforcement Learning with Hypernetworks Sep 25, 2020 Continual Learning model
Code Code Available 5 Continual Named Entity Recognition without Catastrophic Forgetting Oct 23, 2023 Continual Learning Continual Named Entity Recognition
Code Code Available 5 Lifelong Machine Learning of Functionally Compositional Structures Jul 25, 2022 BIG-bench Machine Learning Continual Learning
Code Code Available 5 Avalanche RL: a Continual Reinforcement Learning Library Feb 28, 2022 Continual Learning OpenAI Gym
Code Code Available 5 CLAD: A realistic Continual Learning benchmark for Autonomous Driving Oct 7, 2022 Autonomous Driving Continual Learning
Code Code Available 5 CLAP4CLIP: Continual Learning with Probabilistic Finetuning for Vision-Language Models Mar 28, 2024 Continual Learning
Code Code Available 5 ARCADe: A Rapid Continual Anomaly Detector Aug 10, 2020 Anomaly Detection continual anomaly detection
Code Code Available 5 A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials May 11, 2022 Continual Learning DeepFake Detection
Code Code Available 5 Look-ahead Meta Learning for Continual Learning Dec 1, 2020 Continual Learning Meta-Learning
Code Code Available 5 Class-Incremental Grouping Network for Continual Audio-Visual Learning Sep 11, 2023 audio-visual learning class-incremental learning
Code Code Available 5 Continual Object Detection via Prototypical Task Correlation Guided Gating Mechanism May 6, 2022 Continual Learning Diversity
Code Code Available 5 Distilled Replay: Overcoming Forgetting through Synthetic Samples Mar 29, 2021 Continual Learning
Code Code Available 5 Avalanche: an End-to-End Library for Continual Learning Apr 1, 2021 class-incremental learning Class Incremental Learning
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