Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy Dec 16, 2023 Deep Learning image-classification
Code Code Available 5 MOS: Model Surgery for Pre-Trained Model-Based Class-Incremental Learning Dec 12, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 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 5 Boosting Continual Learning of Vision-Language Models via Mixture-of-Experts Adapters Mar 18, 2024 Continual Learning Incremental Learning
Code Code Available 5 From Matching to Generation: A Survey on Generative Information Retrieval Apr 23, 2024 Incremental Learning Information Retrieval
Code Code Available 5 Lifelong Learning of Large Language Model based Agents: A Roadmap Jan 13, 2025 Incremental Learning Language Modeling
Code Code Available 5 FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration Dec 2, 2024 Image Restoration Incremental Learning
Code Code Available 5 Exploring Orthogonality in Open World Object Detection Jan 1, 2024 Incremental Learning Object
Code Code Available 5 A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning May 26, 2022 class-incremental learning Class Incremental Learning
Code Code Available 5 Open World Object Detection: A Survey Oct 15, 2024 Incremental Learning Object
Code Code Available 5 TransTab: Learning Transferable Tabular Transformers Across Tables May 19, 2022 Incremental Learning Transfer Learning
Code Code Available 5 Class-Incremental Learning with CLIP: Adaptive Representation Adjustment and Parameter Fusion Jul 19, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 Queryable Prototype Multiple Instance Learning with Vision-Language Models for Incremental Whole Slide Image Classification Oct 14, 2024 Classification image-classification
Code Code Available 5 An Enhanced Batch Query Architecture in Real-time Recommendation Aug 31, 2024 Incremental Learning Recommendation Systems
Code Code Available 5 Three scenarios for continual learning Apr 15, 2019 class-incremental learning Class Incremental Learning
Code Code Available 5 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 5 Incremental Sequence Labeling: A Tale of Two Shifts Feb 16, 2024 Incremental Learning Knowledge Distillation
Code Code Available 5 Learning without Forgetting Jun 29, 2016 Class Incremental Learning Continual Learning
Code Code Available 5 PILOT: A Pre-Trained Model-Based Continual Learning Toolbox Sep 13, 2023 class-incremental learning Class Incremental Learning
Code Code Available 5 Pre-trained Vision and Language Transformers Are Few-Shot Incremental Learners Apr 2, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 Towards Lifelong Learning of Large Language Models: A Survey Jun 10, 2024 Continual Pretraining Incremental Learning
Code Code Available 5 YOLO-UniOW: Efficient Universal Open-World Object Detection Dec 30, 2024 Incremental Learning Object
Code Code Available 5 External Knowledge Injection for CLIP-Based Class-Incremental Learning Mar 11, 2025 class-incremental learning Class Incremental Learning
Code Code Available 5 Class-Incremental Learning: A Survey Feb 7, 2023 class-incremental learning Class Incremental Learning
Code Code Available 5 Can LLMs Learn New Concepts Incrementally without Forgetting? Feb 13, 2024 In-Context Learning Incremental Learning
Code Code Available 5 Class-incremental Learning for Time Series: Benchmark and Evaluation Feb 19, 2024 Activity Recognition Benchmarking
Code Code Available 5 Expandable Subspace Ensemble for Pre-Trained Model-Based Class-Incremental Learning Mar 18, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 Neeko: Leveraging Dynamic LoRA for Efficient Multi-Character Role-Playing Agent Feb 21, 2024 Incremental Learning
Code Code Available 5 A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks Jul 10, 2018 class-incremental learning Class Incremental Learning
Code Code Available 5 A Contrastive Distillation Approach for Incremental Semantic Segmentation in Aerial Images Dec 7, 2021 image-classification Image Classification
Code Code Available 5 Class-incremental Novel Class Discovery Jul 18, 2022 Incremental Learning Knowledge Distillation
Code Code Available 5 A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials May 11, 2022 Continual Learning DeepFake Detection
Code Code Available 5 A Broad Ensemble Learning System for Drifting Stream Classification Oct 7, 2021 Classification Ensemble 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 CLIP model is an Efficient Continual Learner Oct 6, 2022 Continual Learning Incremental Learning
Code Code Available 5 Class-Incremental Learning with Cross-Space Clustering and Controlled Transfer Aug 7, 2022 class-incremental learning Class Incremental Learning
Code Code Available 5 Class-Incremental Learning with Generative Classifiers Apr 20, 2021 class-incremental learning Class Incremental Learning
Code Code Available 5 Class-Incremental Learning via Dual Augmentation Dec 1, 2021 class-incremental learning Class Incremental Learning
Code Code Available 5 An Incremental Unified Framework for Small Defect Inspection Dec 14, 2023 Anomaly Detection continual anomaly detection
Code Code Available 5 Class Incremental Learning via Likelihood Ratio Based Task Prediction Sep 26, 2023 class-incremental learning Class Incremental Learning
Code Code Available 5 Class-Incremental Learning with Strong Pre-trained Models Apr 7, 2022 class-incremental learning Class Incremental Learning
Code Code Available 5 CL-LoRA: Continual Low-Rank Adaptation for Rehearsal-Free Class-Incremental Learning May 30, 2025 class-incremental learning Class Incremental 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 An Efficient Domain-Incremental Learning Approach to Drive in All Weather Conditions Apr 19, 2022 All Autonomous Driving
Code Code Available 5 Class-Incremental Learning by Knowledge Distillation with Adaptive Feature Consolidation Apr 2, 2022 class-incremental learning Class Incremental Learning
Code Code Available 5 Class-incremental Continual Learning for Instance Segmentation with Image-level Weak Supervision Jan 1, 2023 Continual Learning Incremental Learning
Code Code Available 5 A Benchmark for Incremental Micro-expression Recognition Jan 31, 2025 Incremental Learning Micro Expression Recognition
Code Code Available 5 An experimental evaluation of Deep Reinforcement Learning algorithms for HVAC control Jan 11, 2024 Deep Reinforcement Learning Incremental Learning
Code Code Available 5 F-OAL: Forward-only Online Analytic Learning with Fast Training and Low Memory Footprint in Class Incremental Learning Mar 23, 2024 class-incremental learning Class Incremental Learning
Code Code Available 5 Class-Incremental Exemplar Compression for Class-Incremental Learning Mar 24, 2023 Bilevel Optimization class-incremental learning
Code Code Available 5 