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 Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy Dec 16, 2023 Deep Learning image-classification
Code Code Available Lifelong Learning of Large Language Model based Agents: A Roadmap Jan 13, 2025 Incremental Learning Language Modeling
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 From Matching to Generation: A Survey on Generative Information Retrieval Apr 23, 2024 Incremental Learning Information Retrieval
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 External Knowledge Injection for CLIP-Based Class-Incremental Learning Mar 11, 2025 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 Open World Object Detection: A Survey Oct 15, 2024 Incremental Learning Object
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 An Enhanced Batch Query Architecture in Real-time Recommendation Aug 31, 2024 Incremental Learning Recommendation Systems
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 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 Towards Lifelong Learning of Large Language Models: A Survey Jun 10, 2024 Continual Pretraining Incremental 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 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 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 Can LLMs Learn New Concepts Incrementally without Forgetting? Feb 13, 2024 In-Context Learning Incremental Learning
Code Code Available Exploring Orthogonality in Open World Object Detection Jan 1, 2024 Incremental Learning Object
Code Code Available PILOT: A Pre-Trained Model-Based Continual Learning Toolbox Sep 13, 2023 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 A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning May 26, 2022 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 Three scenarios for continual learning Apr 15, 2019 class-incremental learning Class Incremental Learning
Code Code Available Learning without Forgetting Jun 29, 2016 Class Incremental Learning Continual 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 PrePrompt: Predictive prompting for class incremental learning May 13, 2025 Classifier calibration class-incremental learning
Code Code Available Componential Prompt-Knowledge Alignment for Domain Incremental Learning May 7, 2025 Incremental Learning Transfer Learning
Code Code Available Adaptive Decision Boundary for Few-Shot Class-Incremental Learning Apr 15, 2025 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 Do Your Best and Get Enough Rest for Continual Learning Mar 24, 2025 Continual Learning Incremental Learning
Code Code Available Reducing Class-wise Confusion for Incremental Learning with Disentangled Manifolds Mar 22, 2025 class-incremental learning Class Incremental Learning
Code Code Available EFC++: Elastic Feature Consolidation with Prototype Re-balancing for Cold Start Exemplar-free Incremental Learning Mar 13, 2025 class-incremental learning Class Incremental Learning
Code Code Available Semantic Shift Estimation via Dual-Projection and Classifier Reconstruction for Exemplar-Free Class-Incremental Learning Mar 7, 2025 class-incremental learning Class Incremental Learning
Code Code Available Task-Agnostic Guided Feature Expansion for Class-Incremental Learning Mar 2, 2025 class-incremental learning Class Incremental Learning
Code Code Available Order-Robust Class Incremental Learning: Graph-Driven Dynamic Similarity Grouping Feb 27, 2025 class-incremental learning Class Incremental Learning
Code Code Available TabMixer: advancing tabular data analysis with an enhanced MLP-mixer approach Feb 21, 2025 Computational Efficiency Deep Learning
Code Code Available Navigating Semantic Drift in Task-Agnostic Class-Incremental Learning Feb 11, 2025 class-incremental learning Class Incremental Learning
Code Code Available A Benchmark for Incremental Micro-expression Recognition Jan 31, 2025 Incremental Learning Micro Expression Recognition
Code Code Available Continuous Knowledge-Preserving Decomposition for Few-Shot Continual Learning Jan 9, 2025 class-incremental learning Class Incremental Learning
Code Code Available MalCL: Leveraging GAN-Based Generative Replay to Combat Catastrophic Forgetting in Malware Classification Jan 2, 2025 class-incremental learning Class Incremental Learning
Code Code Available OW-OVD: Unified Open World and Open Vocabulary Object Detection Jan 1, 2025 Attribute Incremental Learning
Code Code Available Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality Calibration Jan 1, 2025 class-incremental learning Class Incremental Learning
Code Code Available Revisiting Generative Replay for Class Incremental Object Detection Jan 1, 2025 class-incremental learning Class Incremental Learning
Code Code Available Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental Learning Dec 24, 2024 class-incremental learning Class Incremental Learning
Code Code Available Continual Learning Using a Kernel-Based Method Over Foundation Models Dec 20, 2024 class-incremental learning Class Incremental Learning
Code Code Available Relation-Guided Adversarial Learning for Data-free Knowledge Transfer Dec 16, 2024 Data-free Knowledge Distillation Data Free Quantization
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