Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy Dec 16, 2023 Deep Learning image-classification
Code Code Available MOS: Model Surgery for Pre-Trained Model-Based Class-Incremental Learning Dec 12, 2024 class-incremental learning Class Incremental Learning
Code Code Available PIN-SLAM: LiDAR SLAM Using a Point-Based Implicit Neural Representation for Achieving Global Map Consistency Jan 17, 2024 GPU Incremental Learning
Code Code Available FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration Dec 2, 2024 Image Restoration Incremental Learning
Code Code Available Lifelong Learning of Large Language Model based Agents: A Roadmap Jan 13, 2025 Incremental Learning Language Modeling
Code Code Available Boosting Continual Learning of Vision-Language Models via Mixture-of-Experts Adapters Mar 18, 2024 Continual Learning Incremental Learning
Code Code Available From Matching to Generation: A Survey on Generative Information Retrieval Apr 23, 2024 Incremental Learning Information Retrieval
Code Code Available A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning May 26, 2022 class-incremental learning Class Incremental Learning
Code Code Available Open World Object Detection: A Survey Oct 15, 2024 Incremental Learning Object
Code Code Available Learning without Forgetting Jun 29, 2016 Class Incremental Learning Continual Learning
Code Code Available Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learners Apr 2, 2024 class-incremental learning Class Incremental Learning
Code Code Available Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter Fusion Jul 19, 2024 class-incremental learning Class Incremental Learning
Code Code Available YOLO-UniOW: Efficient Universal Open-World Object Detection Dec 30, 2024 Incremental Learning Object
Code Code Available Exploring Orthogonality in Open World Object Detection Jan 1, 2024 Incremental Learning Object
Code Code Available Three scenarios for continual learning Apr 15, 2019 class-incremental learning Class Incremental Learning
Code Code Available TransTab: Learning Transferable Tabular Transformers Across Tables May 19, 2022 Incremental Learning Transfer Learning
Code Code Available Mind the Interference: Retaining Pre-trained Knowledge in Parameter Efficient Continual Learning of Vision-Language Models Jul 7, 2024 class-incremental learning Class Incremental Learning
Code Code Available An Enhanced Batch Query Architecture in Real-time Recommendation Aug 31, 2024 Incremental Learning Recommendation Systems
Code Code Available PILOT: A Pre-Trained Model-Based Continual Learning Toolbox Sep 13, 2023 class-incremental learning Class Incremental Learning
Code Code Available Queryable Prototype Multiple Instance Learning with Vision-Language Models for Incremental Whole Slide Image Classification Oct 14, 2024 Classification image-classification
Code Code Available Towards Lifelong Learning of Large Language Models: A Survey Jun 10, 2024 Continual Pretraining Incremental Learning
Code Code Available Class-incremental Learning for Time Series: Benchmark and Evaluation Feb 19, 2024 Activity Recognition Benchmarking
Code Code Available Incremental Sequence Labeling: A Tale of Two Shifts Feb 16, 2024 Incremental Learning Knowledge Distillation
Code Code Available External Knowledge Injection for CLIP-Based Class-Incremental Learning Mar 11, 2025 class-incremental learning Class Incremental Learning
Code Code Available Class-Incremental Learning: A Survey Feb 7, 2023 class-incremental learning Class Incremental Learning
Code Code Available Can LLMs Learn New Concepts Incrementally without Forgetting? Feb 13, 2024 In-Context Learning Incremental Learning
Code Code Available Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning Mar 18, 2024 class-incremental learning Class Incremental Learning
Code Code Available Neeko: Leveraging Dynamic LoRA for Efficient Multi-Character Role-Playing Agent Feb 21, 2024 Incremental Learning
Code Code Available Class-Incremental Learning with Strong Pre-trained Models Apr 7, 2022 class-incremental learning Class Incremental Learning
Code Code Available A Contrastive Distillation Approach for Incremental Semantic Segmentation in Aerial Images Dec 7, 2021 image-classification Image Classification
Code Code Available Class-incremental Novel Class Discovery Jul 18, 2022 Incremental Learning Knowledge Distillation
Code Code Available A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials May 11, 2022 Continual Learning DeepFake Detection
Code Code Available A Broad Ensemble Learning System for Drifting Stream Classification Oct 7, 2021 Classification Ensemble Learning
Code Code Available Class-Incremental Learning with Generative Classifiers Apr 20, 2021 class-incremental learning Class Incremental Learning
Code Code Available CLIP model is an Efficient Continual Learner Oct 6, 2022 Continual Learning Incremental Learning
Code Code Available Class Incremental Learning via Likelihood Ratio Based Task Prediction Sep 26, 2023 class-incremental learning Class Incremental Learning
Code Code Available Class-Incremental Learning via Dual Augmentation Dec 1, 2021 class-incremental learning Class Incremental Learning
Code Code Available Class-Incremental Learning for Semantic Segmentation Re-Using Neither Old Data Nor Old Labels May 12, 2020 Autonomous Driving class-incremental learning
Code Code Available Class-Incremental Learning by Knowledge Distillation with Adaptive Feature Consolidation Apr 2, 2022 class-incremental learning Class Incremental Learning
Code Code Available Class-Incremental Learning for Wireless Device Identification in IoT May 8, 2021 class-incremental learning Class Incremental Learning
Code Code Available Class-Incremental Learning with Cross-Space Clustering and Controlled Transfer Aug 7, 2022 class-incremental learning Class Incremental Learning
Code Code Available CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning May 30, 2025 class-incremental learning Class Incremental Learning
Code Code Available CAPrompt: Cyclic Prompt Aggregation for Pre-Trained Model Based Class Incremental Learning Dec 12, 2024 class-incremental learning Class Incremental Learning
Code Code Available Advancing Cross-domain Discriminability in Continual Learning of Vision-Language Models Jun 27, 2024 Continual Learning Incremental Learning
Code Code Available Brain-inspired replay for continual learning with artificial neural networks Aug 13, 2020 class-incremental learning Class Incremental Learning
Code Code Available Boosting the Class-Incremental Learning in 3D Point Clouds via Zero-Collection-Cost Basic Shape Pre-Training Apr 11, 2025 3D geometry class-incremental learning
Code Code Available A Benchmark for Incremental Micro-expression Recognition Jan 31, 2025 Incremental Learning Micro Expression Recognition
Code Code Available Prototype-based Incremental Few-Shot Semantic Segmentation Nov 30, 2020 Few-Shot Semantic Segmentation Incremental Learning
Code Code Available Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers Apr 9, 2024 class-incremental learning Class Incremental Learning
Code Code Available Class-incremental Continual Learning for Instance Segmentation with Image-level Weak Supervision Jan 1, 2023 Continual Learning Incremental Learning
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