Latest Advancements Towards Catastrophic Forgetting under Data Scarcity: A Comprehensive Survey on Few-Shot Class Incremental Learning Feb 12, 2025 class-incremental learning Class Incremental Learning
— Unverified Knowledge Swapping via Learning and Unlearning Feb 12, 2025 image-classification Image Classification
Code Code Available Navigating Semantic Drift in Task-Agnostic Class-Incremental Learning Feb 11, 2025 class-incremental learning Class Incremental Learning
Code Code Available Memory Is Not the Bottleneck: Cost-Efficient Continual Learning via Weight Space Consolidation Feb 11, 2025 class-incremental learning Class Incremental Learning
— Unverified Demystifying Catastrophic Forgetting in Two-Stage Incremental Object Detector Feb 8, 2025 Incremental Learning Knowledge Distillation
— Unverified Leveraging Pre-Trained Models for Multimodal Class-Incremental Learning under Adaptive Fusion Feb 7, 2025 class-incremental learning Class Incremental Learning
— Unverified IPSeg: Image Posterior Mitigates Semantic Drift in Class-Incremental Segmentation Feb 7, 2025 class-incremental learning Class Incremental Learning
Code Code Available Should Code Models Learn Pedagogically? A Preliminary Evaluation of Curriculum Learning for Real-World Software Engineering Tasks Feb 6, 2025 Clone Detection Code Summarization
— Unverified A Benchmark for Incremental Micro-expression Recognition Jan 31, 2025 Incremental Learning Micro Expression Recognition
Code Code Available Controllable Forgetting Mechanism for Few-Shot Class-Incremental Learning Jan 27, 2025 class-incremental learning Class Incremental Learning
— Unverified On the Discrimination and Consistency for Exemplar-Free Class Incremental Learning Jan 26, 2025 class-incremental learning Class Incremental Learning
— Unverified Federated Class-Incremental Learning: A Hybrid Approach Using Latent Exemplars and Data-Free Techniques to Address Local and Global Forgetting Jan 26, 2025 class-incremental learning Class Incremental Learning
— Unverified Towards Robust Incremental Learning under Ambiguous Supervision Jan 23, 2025 Incremental Learning Partial Label Learning
— Unverified S-LoRA: Scalable Low-Rank Adaptation for Class Incremental Learning Jan 22, 2025 class-incremental learning Class Incremental Learning
— Unverified Optimizing Blockchain Analysis: Tackling Temporality and Scalability with an Incremental Approach with Metropolis-Hastings Random Walks Jan 21, 2025 Fraud Detection Graph Representation Learning
— Unverified Strategic Base Representation Learning via Feature Augmentations for Few-Shot Class Incremental Learning Jan 16, 2025 class-incremental learning Class Incremental Learning
— Unverified PAL: Prompting Analytic Learning with Missing Modality for Multi-Modal Class-Incremental Learning Jan 16, 2025 class-incremental learning Class Incremental Learning
— Unverified Resource-Constrained Federated Continual Learning: What Does Matter? Jan 15, 2025 Continual Learning GPU
— Unverified Attention is All You Need Until You Need Retention Jan 15, 2025 All Fraud Detection
— Unverified Continual Deep Active Learning for Medical Imaging: Replay-Base Architecture for Context Adaptation Jan 14, 2025 Active Learning class-incremental learning
Code Code Available Research on the Online Update Method for Retrieval-Augmented Generation (RAG) Model with Incremental Learning Jan 13, 2025 Incremental Learning Knowledge Distillation
— Unverified Lifelong Learning of Large Language Model based Agents: A Roadmap Jan 13, 2025 Incremental Learning Language Modeling
Code Code Available CSTA: Spatial-Temporal Causal Adaptive Learning for Exemplar-Free Video Class-Incremental Learning Jan 13, 2025 class-incremental learning Class Incremental Learning
Code Code Available Language-Inspired Relation Transfer for Few-shot Class-Incremental Learning Jan 10, 2025 class-incremental learning Class Incremental Learning
— Unverified Continuous Knowledge-Preserving Decomposition for Few-Shot Continual Learning Jan 9, 2025 class-incremental learning Class Incremental Learning
Code Code Available Domain-Incremental Semantic Segmentation for Autonomous Driving under Adverse Driving Conditions Jan 9, 2025 Autonomous Driving Domain Adaptation
— Unverified 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 H2ST: Hierarchical Two-Sample Tests for Continual Out-of-Distribution Detection Jan 1, 2025 Continual Learning Incremental Learning
Code Code Available Knowledge Memorization and Rumination for Pre-trained Model-based Class-Incremental Learning Jan 1, 2025 class-incremental learning Class Incremental Learning
— Unverified 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 Tripartite Weight-Space Ensemble for Few-Shot Class-Incremental Learning Jan 1, 2025 class-incremental learning Class Incremental Learning
— Unverified Activating Sparse Part Concepts for 3D Class Incremental Learning Jan 1, 2025 class-incremental learning Class Incremental Learning
Code Code Available Hyperbolic Uncertainty-Aware Few-Shot Incremental Point Cloud Segmentation Jan 1, 2025 class-incremental learning Class Incremental Learning
— Unverified Continuous Adverse Weather Removal via Degradation-Aware Distillation Jan 1, 2025 Incremental Learning
— Unverified Revisiting Generative Replay for Class Incremental Object Detection Jan 1, 2025 class-incremental learning Class Incremental Learning
Code Code Available Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning Jan 1, 2025 class-incremental learning Class Incremental Learning
— Unverified Low-Rank Adaptation in Multilinear Operator Networks for Security-Preserving Incremental Learning Jan 1, 2025 Incremental Learning
— Unverified Learning Conditional Space-Time Prompt Distributions for Video Class-Incremental Learning Jan 1, 2025 class-incremental learning Class Incremental Learning
— Unverified pFedMxF: Personalized Federated Class-Incremental Learning with Mixture of Frequency Aggregation Jan 1, 2025 class-incremental learning Class Incremental Learning
— Unverified SEC-Prompt:SEmantic Complementary Prompting for Few-Shot Class-Incremental Learning Jan 1, 2025 class-incremental learning Class Incremental Learning
— Unverified Automatic Construction of Pattern Classifiers Capable of Continuous Incremental Learning and Unlearning Tasks Based on Compact-Sized Probabilistic Neural Network Jan 1, 2025 Classification class-incremental learning
— Unverified ACIL: Active Class Incremental Learning for Image Classification Dec 31, 2024 Active Learning Classification
— Unverified Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning Dec 31, 2024 class-incremental learning Class Incremental Learning
— Unverified Dynamic Prompt Adjustment for Multi-Label Class-Incremental Learning Dec 31, 2024 class-incremental learning Class Incremental Learning
— Unverified Enhancing Deployment-Time Predictive Model Robustness for Code Analysis and Optimization Dec 31, 2024 CPU Incremental Learning
Code Code Available YOLO-UniOW: Efficient Universal Open-World Object Detection Dec 30, 2024 Incremental Learning Object
Code Code Available Breaking Fine-Grained Classification Barriers with Cost-Free Data in Few-Shot Class-Incremental Learning Dec 29, 2024 Classification class-incremental learning
— Unverified Exemplar-condensed Federated Class-incremental Learning Dec 25, 2024 class-incremental learning Class Incremental Learning
— Unverified Adapter Merging with Centroid Prototype Mapping for Scalable Class-Incremental Learning Dec 24, 2024 class-incremental learning Class Incremental Learning
Code Code Available 