{"total":22,"rows":[{"id":"2408.09722","title":"Towards Few-Shot Learning in the Open World: A Review and Beyond","created":"2024-08-19","cited_by_count":5,"area":null},{"id":"2502.08181","title":"Latest Advancements Towards Catastrophic Forgetting under Data Scarcity: A Comprehensive Survey on Few-Shot Class Incremental Learning","created":"2025-02-12","cited_by_count":4,"area":null},{"id":"2503.21258","title":"Learn by Reasoning: Analogical Weight Generation for Few-Shot Class-Incremental Learning","created":"2025-03-27","cited_by_count":3,"area":null},{"id":"2509.19230","title":"DevFD: Developmental Face Forgery Detection by Learning Shared and Orthogonal LoRA Subspaces","created":"2025-09-23","cited_by_count":3,"area":null},{"id":"2406.18574","title":"Unsupervised Few-Shot Continual Learning for Remote Sensing Image Scene Classification","created":"2024-06-04","cited_by_count":1,"area":null},{"id":"2501.05017","title":"Continuous Knowledge-Preserving Decomposition with Adaptive Layer Selection for Few-Shot Class-Incremental Learning","created":"2025-01-09","cited_by_count":1,"area":null},{"id":"2501.15998","title":"Controllable Forgetting Mechanism for Few-Shot Class-Incremental Learning","created":"2025-01-27","cited_by_count":1,"area":null},{"id":"2503.23402","title":"Beyond Synthetic Replays: Turning Diffusion Features into Few-Shot Class-Incremental Learning Knowledge","created":"2025-03-30","cited_by_count":1,"area":null},{"id":"2505.04888","title":"Cross-Branch Orthogonality for Improved Generalization in Face Deepfake Detection","created":"2025-05-08","cited_by_count":1,"area":null},{"id":"2506.19558","title":"Consistency-Driven Calibration and Matching for Few-Shot Class-Incremental Learning","created":"2025-06-24","cited_by_count":1,"area":null},{"id":"2601.07117","title":"Few-shot Class-Incremental Learning via Generative Co-Memory Regularization","created":"2026-01-12","cited_by_count":1,"area":null},{"id":"2411.09250","title":"Embedding Space Allocation with Angle-Norm Joint Classifiers for Few-Shot Class-Incremental Learning","created":"2024-11-14","cited_by_count":0,"area":null},{"id":"2507.12269","title":"Site-Level Fine-Tuning with Progressive Layer Freezing: Towards Robust Prediction of Bronchopulmonary Dysplasia from Day-1 Chest Radiographs in Extremely Preterm Infants","created":"2025-07-16","cited_by_count":0,"area":null},{"id":"2509.19664","title":"MoTiC: Momentum Tightness and Contrast for Few-Shot Class-Incremental Learning","created":"2025-09-24","cited_by_count":0,"area":null},{"id":"2511.18516","title":"Breaking Forgetting: Training-Free Few-Shot Class-Incremental Learning via Conditional Diffusion","created":"2025-11-23","cited_by_count":0,"area":null},{"id":"2512.03882","title":"Automatic Attack Discovery for Few-Shot Class-Incremental Learning via Large Language Models","created":"2025-12-03","cited_by_count":0,"area":null},{"id":"2512.12146","title":"Open Horizons: Evaluating Deep Models in the Wild","created":"2025-12-13","cited_by_count":0,"area":null},{"id":"2601.08519","title":"CD^2: Constrained Dataset Distillation for Few-Shot Class-Incremental Learning","created":"2026-01-13","cited_by_count":0,"area":null},{"id":"2601.16773","title":"CASP: Few-Shot Class-Incremental Learning with CLS Token Attention Steering Prompts","created":"2026-01-23","cited_by_count":0,"area":null},{"id":"2603.25115","title":"When Sensing Varies with Contexts: Context Probing for Tactile Few-Shot Class-Incremental Learning","created":"2026-03-26","cited_by_count":0,"area":null},{"id":"2606.04528","title":"Optical-Guided Neural Collapse for SAR Few-Shot Class Incremental Learning","created":"2026-06-03","cited_by_count":0,"area":null},{"id":"2610.04003","title":"Selective Backpropagation for Efficient Few-Shot Class-Incremental Learning","created":"2026-10-02","cited_by_count":0,"area":null}],"next_cursor":null}