{"total":116,"rows":[{"id":"2306.03310","title":"LIBERO: Benchmarking Knowledge Transfer for Lifelong Robot Learning","created":"2023-06-05","cited_by_count":1410,"area":null},{"id":"2302.00487","title":"A Comprehensive Survey of Continual Learning: Theory, Method and Application","created":"2023-01-31","cited_by_count":872,"area":null},{"id":"2204.04662","title":"FOSTER: Feature Boosting and Compression for Class-Incremental Learning","created":"2022-04-10","cited_by_count":229,"area":null},{"id":"2302.03648","title":"Class-Incremental Learning: A Survey","created":"2023-02-07","cited_by_count":209,"area":null},{"id":"2303.07338","title":"Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need","created":"2023-03-13","cited_by_count":184,"area":null},{"id":"2205.13218","title":"A Model or 603 Exemplars: Towards Memory-Efficient Class-Incremental Learning","created":"2022-05-26","cited_by_count":154,"area":null},{"id":"2302.03004","title":"Neural Collapse Inspired Feature-Classifier Alignment for Few-Shot Class Incremental Learning","created":"2023-02-06","cited_by_count":116,"area":null},{"id":"2203.17030","title":"Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks","created":"2022-03-31","cited_by_count":88,"area":null},{"id":"2309.14062","title":"FeCAM: Exploiting the Heterogeneity of Class Distributions in Exemplar-Free Continual Learning","created":"2023-09-25","cited_by_count":87,"area":null},{"id":"2304.00426","title":"Learning with Fantasy: Semantic-Aware Virtual Contrastive Constraint for Few-Shot Class-Incremental Learning","created":"2023-04-02","cited_by_count":55,"area":null},{"id":"2304.08130","title":"A Survey on Few-Shot Class-Incremental Learning","created":"2023-04-17","cited_by_count":48,"area":null},{"id":"2303.13199","title":"First Session Adaptation: A Strong Replay-Free Baseline for Class-Incremental Learning","created":"2023-03-23","cited_by_count":46,"area":null},{"id":"2312.05229","title":"Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration","created":"2023-12-08","cited_by_count":46,"area":null},{"id":"2210.04524","title":"Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting Mitigation","created":"2022-10-10","cited_by_count":45,"area":null},{"id":"2208.05610","title":"Memorizing Complementation Network for Few-Shot Class-Incremental Learning","created":"2022-08-11","cited_by_count":30,"area":null},{"id":"2403.18550","title":"OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning","created":"2024-03-27","cited_by_count":26,"area":null},{"id":"2303.09447","title":"Steering Prototypes with Prompt-tuning for Rehearsal-free Continual Learning","created":"2023-03-16","cited_by_count":22,"area":null},{"id":"2303.04751","title":"Multimodal Parameter-Efficient Few-Shot Class Incremental Learning","created":"2023-03-08","cited_by_count":19,"area":null},{"id":"2405.17022","title":"Compositional Few-Shot Class-Incremental Learning","created":"2024-05-27","cited_by_count":18,"area":null},{"id":"2301.09964","title":"Uncertainty-Aware Distillation for Semi-Supervised Few-Shot Class-Incremental Learning","created":"2023-01-24","cited_by_count":16,"area":null},{"id":"2403.09857","title":"Few-Shot Class Incremental Learning with Attention-Aware Self-Adaptive Prompt","created":"2024-03-14","cited_by_count":15,"area":null},{"id":"2308.01746","title":"Neural Collapse Terminus: A Unified Solution for Class Incremental Learning and Its Variants","created":"2023-08-03","cited_by_count":14,"area":null},{"id":"2407.07468","title":"Rethinking Few-shot Class-incremental Learning: Learning from Yourself","created":"2024-07-10","cited_by_count":14,"area":null},{"id":"2205.15225","title":"Few-shot Class-incremental Learning for 3D Point Cloud Objects","created":"2022-05-30","cited_by_count":13,"area":null},{"id":"2303.10891","title":"Non-Exemplar Online Class-incremental Continual Learning via Dual-prototype Self-augment and Refinement","created":"2023-03-20","cited_by_count":13,"area":null},{"id":"2207.09963","title":"Rethinking Few-Shot Class-Incremental Learning with Open-Set Hypothesis in Hyperbolic Geometry","created":"2022-07-20","cited_by_count":12,"area":null},{"id":"2210.00232","title":"Learnable Distribution Calibration for Few-Shot Class-Incremental Learning","created":"2022-10-01","cited_by_count":12,"area":null},{"id":"2311.05241","title":"When Meta-Learning Meets Online and Continual Learning: A Survey","created":"2023-11-09","cited_by_count":12,"area":null},{"id":"2401.01598","title":"Learning Prompt with Distribution-Based Feature Replay for Few-Shot Class-Incremental Learning","created":"2024-01-03","cited_by_count":12,"area":null},{"id":"2305.02610","title":"Boundary-aware Backward-Compatible Representation via Adversarial Learning in Image Retrieval","created":"2023-05-04","cited_by_count":11,"area":null},{"id":"2410.05627","title":"CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning","created":"2024-10-08","cited_by_count":11,"area":null},{"id":"2403.19979","title":"Continual Adapter Tuning with Semantic Shift Compensation for Class-Incremental Learning","created":"2024-03-29","cited_by_count":10,"area":null},{"id":"2404.06622","title":"Calibrating Higher-Order Statistics for Few-Shot Class-Incremental Learning with Pre-trained Vision Transformers","created":"2024-04-09","cited_by_count":9,"area":null},{"id":"2507.09183","title":"Revisiting Pool-based Prompt Learning for Few-shot Class-incremental Learning","created":"2025-07-12","cited_by_count":8,"area":null},{"id":"2403.04140","title":"Contrastive Augmented Graph2Graph Memory Interaction for Few Shot Continual Learning","created":"2024-03-07","cited_by_count":7,"area":null},{"id":"2403.12486","title":"NTK-Guided Few-Shot Class Incremental Learning","created":"2024-03-19","cited_by_count":7,"area":null},{"id":"2302.02080","title":"Improving Prediction Backward-Compatiblility in NLP Model Upgrade with Gated Fusion","created":"2023-02-04","cited_by_count":6,"area":null},{"id":"2303.15494","title":"Semantic-visual Guided Transformer for Few-shot Class-incremental Learning","created":"2023-03-27","cited_by_count":6,"area":null},{"id":"2312.11973","title":"Continual Learning: Forget-free Winning Subnetworks for Video Representations","created":"2023-12-19","cited_by_count":6,"area":null},{"id":"2405.04918","title":"Delve into Base-Novel Confusion: Redundancy Exploration for Few-Shot Class-Incremental Learning","created":"2024-05-08","cited_by_count":6,"area":null},{"id":"2408.01076","title":"Exploiting the Semantic Knowledge of Pre-trained Text-Encoders for Continual Learning","created":"2024-08-02","cited_by_count":6,"area":null},{"id":"2507.04725","title":"Consistent Supervised-Unsupervised Alignment for Generalized Category Discovery","created":"2025-07-07","cited_by_count":6,"area":null},{"id":"2302.05936","title":"Generalized Few-Shot Continual Learning with Contrastive Mixture of Adapters","created":"2023-02-12","cited_by_count":5,"area":null},{"id":"2303.01233","title":"Domain-aware Triplet loss in Domain Generalization","created":"2023-03-01","cited_by_count":5,"area":null},{"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":"2506.10710","title":"Continual Hyperbolic Learning of Instances and Classes","created":"2025-06-12","cited_by_count":5,"area":null},{"id":"2204.04053","title":"Identifying Ambiguous Similarity Conditions via Semantic Matching","created":"2022-04-08","cited_by_count":4,"area":null},{"id":"2306.14369","title":"Few-Shot Continual Learning via Flat-to-Wide Approaches","created":"2023-06-26","cited_by_count":4,"area":null},{"id":"2309.02833","title":"Image-Object-Specific Prompt Learning for Few-Shot Class-Incremental Learning","created":"2023-09-06","cited_by_count":4,"area":null},{"id":"2312.09481","title":"Continual Adversarial Defense","created":"2023-12-15","cited_by_count":4,"area":null},{"id":"2401.07208","title":"Enhanced Few-Shot Class-Incremental Learning via Ensemble Models","created":"2024-01-14","cited_by_count":4,"area":null},{"id":"2403.06295","title":"A streamlined Approach to Multimodal Few-Shot Class Incremental Learning for Fine-Grained Datasets","created":"2024-03-10","cited_by_count":4,"area":null},{"id":"2404.03200","title":"Future-Proofing Class-Incremental Learning","created":"2024-04-04","cited_by_count":4,"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":"2410.09237","title":"Foundation Model-Powered 3D Few-Shot Class Incremental Learning via Training-free Adaptor","created":"2024-10-11","cited_by_count":3,"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":"2508.05316","title":"Divide-and-Conquer for Enhancing Unlabeled Learning, Stability, and Plasticity in Semi-supervised Continual Learning","created":"2025-08-07","cited_by_count":3,"area":null},{"id":"2302.00353","title":"Towards Label-Efficient Incremental Learning: A Survey","created":"2023-02-01","cited_by_count":2,"area":null},{"id":"2304.05362","title":"MASIL: Towards Maximum Separable Class Representation for Few Shot Class Incremental Learning","created":"2023-04-08","cited_by_count":2,"area":null},{"id":"2310.03898","title":"Class-Incremental Learning Using Generative Experience Replay Based on Time-aware Regularization","created":"2023-10-05","cited_by_count":2,"area":null},{"id":"2310.20268","title":"Constructing Sample-to-Class Graph for Few-Shot Class-Incremental Learning","created":"2023-10-31","cited_by_count":2,"area":null},{"id":"2403.14392","title":"A Bag of Tricks for Few-Shot Class-Incremental Learning","created":"2024-03-21","cited_by_count":2,"area":null},{"id":"2411.01172","title":"Covariance-based Space Regularization for Few-shot Class Incremental Learning","created":"2024-11-02","cited_by_count":2,"area":null},{"id":"2506.15720","title":"Tripartite Weight-Space Ensemble for Few-Shot Class-Incremental Learning","created":"2025-06-04","cited_by_count":2,"area":null},{"id":"2507.13739","title":"Can Synthetic Images Conquer Forgetting? Beyond Unexplored Doubts in Few-Shot Class-Incremental Learning","created":"2025-07-18","cited_by_count":2,"area":null},{"id":"2207.01036","title":"Memory-Based Label-Text Tuning for Few-Shot Class-Incremental Learning","created":"2022-07-03","cited_by_count":1,"area":null},{"id":"2305.16687","title":"Balanced Supervised Contrastive Learning for Few-Shot Class-Incremental Learning","created":"2023-05-26","cited_by_count":1,"area":null},{"id":"2310.08815","title":"Incremental Object Detection with CLIP","created":"2023-10-13","cited_by_count":1,"area":null},{"id":"2401.14807","title":"PL-FSCIL: Harnessing the Power of Prompts for Few-Shot Class-Incremental Learning","created":"2024-01-26","cited_by_count":1,"area":null},{"id":"2402.00481","title":"Bias Mitigating Few-Shot Class-Incremental Learning","created":"2024-02-01","cited_by_count":1,"area":null},{"id":"2403.11070","title":"Controllable Relation Disentanglement for Few-Shot Class-Incremental Learning","created":"2024-03-17","cited_by_count":1,"area":null},{"id":"2405.16625","title":"Consistency-Guided Asynchronous Contrastive Tuning for Few-Shot Class-Incremental Tuning of Foundation Models","created":"2024-05-26","cited_by_count":1,"area":null},{"id":"2409.11770","title":"Knowledge Adaptation Network for Few-Shot Class-Incremental Learning","created":"2024-09-18","cited_by_count":1,"area":null},{"id":"2412.12654","title":"CALA: A Class-Aware Logit Adapter for Few-Shot Class-Incremental Learning","created":"2024-12-17","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":"2501.09361","title":"Strategic Base Representation Learning via Feature Augmentations for Few-Shot Class Incremental Learning","created":"2025-01-16","cited_by_count":1,"area":null},{"id":"2503.10003","title":"Does Prior Data Matter? Exploring Joint Training in the Context of Few-Shot Class-Incremental Learning","created":"2025-03-13","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":"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":"2606.12488","title":"A Stationary (and Therefore Compatible) Representation is All You Need","created":"2026-06-10","cited_by_count":1,"area":null},{"id":"2206.10596","title":"Demystifying the Base and Novel Performances for Few-shot Class-incremental Learning","created":"2022-06-18","cited_by_count":0,"area":null},{"id":"2303.13862","title":"Two-level Graph Network for Few-Shot Class-Incremental Learning","created":"2023-03-24","cited_by_count":0,"area":null},{"id":"2304.11173","title":"Task-Adaptive Pseudo Labeling for Transductive Meta-Learning","created":"2023-04-21","cited_by_count":0,"area":null},{"id":"2304.11959","title":"A Forward and Backward Compatible Framework for Few-shot Class-incremental Pill Recognition","created":"2023-04-24","cited_by_count":0,"area":null},{"id":"2305.01885","title":"Evolving Dictionary Representation for Few-shot Class-incremental Learning","created":"2023-05-03","cited_by_count":0,"area":null},{"id":"2306.10942","title":"Knowledge Transfer-Driven Few-Shot Class-Incremental Learning","created":"2023-06-19","cited_by_count":0,"area":null},{"id":"2309.00862","title":"Big-model Driven Few-shot Continual Learning","created":"2023-09-02","cited_by_count":0,"area":null},{"id":"2310.05566","title":"Aggregated f-average Neural Network applied to Few-Shot Class Incremental Learning","created":"2023-10-09","cited_by_count":0,"area":null},{"id":"2312.04225","title":"TLCE: Transfer-Learning Based Classifier Ensembles for Few-Shot Class-Incremental Learning","created":"2023-12-07","cited_by_count":0,"area":null},{"id":"2408.12629","title":"Continual Gesture Learning without Data via Synthetic Feature Sampling","created":"2024-08-21","cited_by_count":0,"area":null},{"id":"2409.11657","title":"Few-Shot Class-Incremental Learning with Non-IID Decentralized Data","created":"2024-09-18","cited_by_count":0,"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":"2502.18923","title":"Brain-inspired analogical mixture prototypes for few-shot class-incremental learning","created":"2025-02-26","cited_by_count":0,"area":null},{"id":"2504.00174","title":"MetaCLBench: Meta Continual Learning Benchmark on Resource-Constrained Edge Devices","created":"2025-03-31","cited_by_count":0,"area":null},{"id":"2504.18059","title":"POET: Prompt Offset Tuning for Continual Human Action Adaptation","created":"2025-04-25","cited_by_count":0,"area":null},{"id":"2504.20797","title":"Partitioned Memory Storage Inspired Few-Shot Class-Incremental learning","created":"2025-04-29","cited_by_count":0,"area":null},{"id":"2505.19565","title":"Few-Shot Class-Incremental Learning For Efficient SAR Automatic Target Recognition","created":"2025-05-26","cited_by_count":0,"area":null},{"id":"2506.10489","title":"Class-Incremental Learning for Honey Botanical Origin Classification with Hyperspectral Images: A Study with Continual Backpropagation","created":"2025-06-12","cited_by_count":0,"area":null},{"id":"2508.04267","title":"Revisiting Continual Semantic Segmentation with Pre-trained Vision Models","created":"2025-08-06","cited_by_count":0,"area":null}],"next_cursor":"100"}