{"total":263,"rows":[{"id":"2211.13218","title":"CODA-Prompt: COntinual Decomposed Attention-based Prompting for Rehearsal-Free Continual Learning","created":"2022-11-23","cited_by_count":450,"area":null},{"id":"2103.09762","title":"Gradient Projection Memory for Continual Learning","created":"2021-03-17","cited_by_count":348,"area":null},{"id":"2310.14152","title":"Orthogonal Subspace Learning for Language Model Continual Learning","created":"2023-10-22","cited_by_count":312,"area":null},{"id":"2207.12819","title":"S-Prompts Learning with Pre-trained Transformers: An Occam's Razor for Domain Incremental Learning","created":"2022-07-26","cited_by_count":246,"area":null},{"id":"2104.05025","title":"New Insights on Reducing Abrupt Representation Change in Online Continual Learning","created":"2021-04-11","cited_by_count":219,"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":"2208.05117","title":"NOTE: Robust Continual Test-time Adaptation Against Temporal Correlation","created":"2022-08-10","cited_by_count":151,"area":null},{"id":"2106.09701","title":"Always Be Dreaming: A New Approach for Data-Free Class-Incremental Learning","created":"2021-06-17","cited_by_count":131,"area":null},{"id":"2106.01085","title":"Online Coreset Selection for Rehearsal-based Continual Learning","created":"2021-06-02","cited_by_count":117,"area":null},{"id":"2110.06976","title":"Representational Continuity for Unsupervised Continual Learning","created":"2021-10-13","cited_by_count":95,"area":null},{"id":"2201.06289","title":"The CLEAR Benchmark: Continual LEArning on Real-World Imagery","created":"2022-01-17","cited_by_count":93,"area":null},{"id":"2202.02931","title":"TRGP: Trust Region Gradient Projection for Continual Learning","created":"2022-02-07","cited_by_count":82,"area":null},{"id":"2104.07446","title":"Rehearsal revealed: The limits and merits of revisiting samples in continual learning","created":"2021-04-15","cited_by_count":76,"area":null},{"id":"2203.13381","title":"Probing Representation Forgetting in Supervised and Unsupervised Continual Learning","created":"2022-03-24","cited_by_count":76,"area":null},{"id":"2110.04593","title":"Flattening Sharpness for Dynamic Gradient Projection Memory Benefits Continual Learning","created":"2021-10-09","cited_by_count":72,"area":null},{"id":"2307.09218","title":"A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning","created":"2023-07-16","cited_by_count":69,"area":null},{"id":"2111.07736","title":"Continual Learning via Local Module Composition","created":"2021-11-15","cited_by_count":63,"area":null},{"id":"2303.11165","title":"Computationally Budgeted Continual Learning: What Does Matter?","created":"2023-03-20","cited_by_count":61,"area":null},{"id":"2211.00789","title":"Beyond Not-Forgetting: Continual Learning with Backward Knowledge Transfer","created":"2022-11-01","cited_by_count":59,"area":null},{"id":"2205.13452","title":"Continual evaluation for lifelong learning: Identifying the stability gap","created":"2022-05-26","cited_by_count":56,"area":null},{"id":"2204.08817","title":"An Efficient Domain-Incremental Learning Approach to Drive in All Weather Conditions","created":"2022-04-19","cited_by_count":54,"area":null},{"id":"2302.01047","title":"Real-Time Evaluation in Online Continual Learning: A New Hope","created":"2023-02-02","cited_by_count":47,"area":null},{"id":"2103.01133","title":"Posterior Meta-Replay for Continual Learning","created":"2021-03-01","cited_by_count":45,"area":null},{"id":"2205.05467","title":"A Continual Deepfake Detection Benchmark: Dataset, Methods, and Essentials","created":"2022-05-11","cited_by_count":45,"area":null},{"id":"2203.04640","title":"Memory Efficient Continual Learning with Transformers","created":"2022-03-09","cited_by_count":43,"area":null},{"id":"2207.08605","title":"Class-incremental Novel Class Discovery","created":"2022-07-18","cited_by_count":42,"area":null},{"id":"2206.09117","title":"NISPA: Neuro-Inspired Stability-Plasticity Adaptation for Continual Learning in Sparse Networks","created":"2022-06-18","cited_by_count":39,"area":null},{"id":"2307.04345","title":"Continual Learning as Computationally Constrained Reinforcement Learning","created":"2023-07-10","cited_by_count":37,"area":null},{"id":"2111.13394","title":"Non-IID data and Continual Learning processes in Federated Learning: A long road ahead","created":"2021-11-26","cited_by_count":36,"area":null},{"id":"2303.14771","title":"Prototype-Sample Relation Distillation: Towards Replay-Free Continual Learning","created":"2023-03-26","cited_by_count":35,"area":null},{"id":"2302.01386","title":"Continual Learning with Scaled Gradient Projection","created":"2023-02-02","cited_by_count":34,"area":null},{"id":"2209.13900","title":"Disentangling Transfer in Continual Reinforcement Learning","created":"2022-09-28","cited_by_count":33,"area":null},{"id":"2403.20317","title":"Convolutional Prompting meets Language Models for Continual Learning","created":"2024-03-29","cited_by_count":32,"area":null},{"id":"2207.07256","title":"Improving Task-free Continual Learning by Distributionally Robust Memory Evolution","created":"2022-07-15","cited_by_count":31,"area":null},{"id":"2101.09536","title":"Memory-Efficient Semi-Supervised Continual Learning: The World is its Own Replay Buffer","created":"2021-01-23","cited_by_count":30,"area":null},{"id":"2207.12061","title":"Balancing Stability and Plasticity through Advanced Null Space in Continual Learning","created":"2022-07-25","cited_by_count":30,"area":null},{"id":"2202.10203","title":"Learning Bayesian Sparse Networks with Full Experience Replay for Continual Learning","created":"2022-02-21","cited_by_count":29,"area":null},{"id":"2203.11684","title":"Meta-attention for ViT-backed Continual Learning","created":"2022-03-22","cited_by_count":29,"area":null},{"id":"2305.09253","title":"Online Continual Learning Without the Storage Constraint","created":"2023-05-16","cited_by_count":29,"area":null},{"id":"2306.12646","title":"Learnability and Algorithm for Continual Learning","created":"2023-06-22","cited_by_count":28,"area":null},{"id":"2208.09734","title":"A Multi-Head Model for Continual Learning via Out-of-Distribution Replay","created":"2022-08-20","cited_by_count":27,"area":null},{"id":"2411.05663","title":"Online-LoRA: Task-free Online Continual Learning via Low Rank Adaptation","created":"2024-11-08","cited_by_count":27,"area":null},{"id":"2106.05390","title":"Optimizing Reusable Knowledge for Continual Learning via Metalearning","created":"2021-06-09","cited_by_count":25,"area":null},{"id":"2109.14035","title":"Formalizing the Generalization-Forgetting Trade-off in Continual Learning","created":"2021-09-28","cited_by_count":24,"area":null},{"id":"2209.01556","title":"Reinforced Continual Learning for Graphs","created":"2022-09-04","cited_by_count":24,"area":null},{"id":"2303.10725","title":"SIESTA: Efficient Online Continual Learning with Sleep","created":"2023-03-19","cited_by_count":24,"area":null},{"id":"2305.14657","title":"Dealing with Cross-Task Class Discrimination in Online Continual Learning","created":"2023-05-24","cited_by_count":24,"area":null},{"id":"2312.10549","title":"Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy","created":"2023-12-16","cited_by_count":24,"area":null},{"id":"2312.12736","title":"Learning and Forgetting Unsafe Examples in Large Language Models","created":"2023-12-20","cited_by_count":24,"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":"2304.10038","title":"Open-World Continual Learning: Unifying Novelty Detection and Continual Learning","created":"2023-04-20","cited_by_count":22,"area":null},{"id":"2106.03796","title":"Enabling On-Device Self-Supervised Contrastive Learning With Selective Data Contrast","created":"2021-06-07","cited_by_count":21,"area":null},{"id":"2207.04543","title":"Challenging Common Assumptions about Catastrophic Forgetting","created":"2022-07-10","cited_by_count":20,"area":null},{"id":"2211.09790","title":"ConStruct-VL: Data-Free Continual Structured VL Concepts Learning","created":"2022-11-17","cited_by_count":20,"area":null},{"id":"2402.04129","title":"OVOR: OnePrompt with Virtual Outlier Regularization for Rehearsal-Free Class-Incremental Learning","created":"2024-02-06","cited_by_count":20,"area":null},{"id":"2403.13249","title":"A Unified and General Framework for Continual Learning","created":"2024-03-20","cited_by_count":20,"area":null},{"id":"2106.11930","title":"On the importance of cross-task features for class-incremental learning","created":"2021-06-22","cited_by_count":18,"area":null},{"id":"2301.12230","title":"Continual Graph Learning: A Survey","created":"2023-01-28","cited_by_count":18,"area":null},{"id":"2411.11072","title":"Multilingual Large Language Models: A Systematic Survey","created":"2024-11-17","cited_by_count":18,"area":null},{"id":"2206.14085","title":"Continual Learning with Transformers for Image Classification","created":"2022-06-28","cited_by_count":17,"area":null},{"id":"2502.02797","title":"Upweighting Easy Samples in Fine-Tuning Mitigates Forgetting","created":"2025-02-05","cited_by_count":16,"area":null},{"id":"2109.04954","title":"Saliency Guided Experience Packing for Replay in Continual Learning","created":"2021-09-10","cited_by_count":15,"area":null},{"id":"2207.05071","title":"Online Continual Learning of End-to-End Speech Recognition Models","created":"2022-07-11","cited_by_count":15,"area":null},{"id":"2306.08448","title":"Kalman Filter for Online Classification of Non-Stationary Data","created":"2023-06-14","cited_by_count":15,"area":null},{"id":"2209.01501","title":"Meta-Learning with Less Forgetting on Large-Scale Non-Stationary Task Distributions","created":"2022-09-03","cited_by_count":14,"area":null},{"id":"2306.16817","title":"Improving Online Continual Learning Performance and Stability with Temporal Ensembles","created":"2023-06-29","cited_by_count":14,"area":null},{"id":"2308.13646","title":"GRASP: A Rehearsal Policy for Efficient Online Continual Learning","created":"2023-08-25","cited_by_count":14,"area":null},{"id":"2204.13591","title":"Continual Learning for Peer-to-Peer Federated Learning: A Study on Automated Brain Metastasis Identification","created":"2022-04-26","cited_by_count":13,"area":null},{"id":"2306.01904","title":"Overcoming the Stability Gap in Continual Learning","created":"2023-06-02","cited_by_count":13,"area":null},{"id":"2402.09542","title":"Layerwise Proximal Replay: A Proximal Point Method for Online Continual Learning","created":"2024-02-14","cited_by_count":13,"area":null},{"id":"2404.04002","title":"Continual Learning with Weight Interpolation","created":"2024-04-05","cited_by_count":13,"area":null},{"id":"2106.09065","title":"SPeCiaL: Self-Supervised Pretraining for Continual Learning","created":"2021-06-16","cited_by_count":12,"area":null},{"id":"2410.06645","title":"Continual Learning in the Frequency Domain","created":"2024-10-09","cited_by_count":12,"area":null},{"id":"2205.14495","title":"Task-Agnostic Continual Reinforcement Learning: Gaining Insights and Overcoming Challenges","created":"2022-05-28","cited_by_count":11,"area":null},{"id":"2311.14905","title":"Class Gradient Projection For Continual Learning","created":"2023-11-25","cited_by_count":11,"area":null},{"id":"2401.03077","title":"A Topology-aware Graph Coarsening Framework for Continual Graph Learning","created":"2024-01-05","cited_by_count":11,"area":null},{"id":"2402.08823","title":"Random Representations Outperform Online Continually Learned Representations","created":"2024-02-13","cited_by_count":11,"area":null},{"id":"2210.12301","title":"Continual Vision-based Reinforcement Learning with Group Symmetries","created":"2022-10-21","cited_by_count":10,"area":null},{"id":"2301.12467","title":"Continual Learning for Predictive Maintenance: Overview and Challenges","created":"2023-01-29","cited_by_count":10,"area":null},{"id":"2404.16612","title":"MuseumMaker: Continual Style Customization without Catastrophic Forgetting","created":"2024-04-25","cited_by_count":10,"area":null},{"id":"2506.00205","title":"Unlocking the Power of Rehearsal in Continual Learning: A Theoretical Perspective","created":"2025-05-30","cited_by_count":10,"area":null},{"id":"2107.00254","title":"AdaXpert: Adapting Neural Architecture for Growing Data","created":"2021-07-01","cited_by_count":9,"area":null},{"id":"2205.11152","title":"Cross-lingual Lifelong Learning","created":"2022-05-23","cited_by_count":9,"area":null},{"id":"2210.04485","title":"A Memory Transformer Network for Incremental Learning","created":"2022-10-10","cited_by_count":9,"area":null},{"id":"2402.12035","title":"Class-incremental Learning for Time Series: Benchmark and Evaluation","created":"2024-02-19","cited_by_count":9,"area":null},{"id":"2502.04469","title":"Ask and Remember: A Questions-Only Replay Strategy for Continual Visual Question Answering","created":"2025-02-06","cited_by_count":9,"area":null},{"id":"2109.14120","title":"Meta Learning on a Sequence of Imbalanced Domains with Difficulty Awareness","created":"2021-09-29","cited_by_count":8,"area":null},{"id":"2204.09517","title":"Entropy-based Stability-Plasticity for Lifelong Learning","created":"2022-04-18","cited_by_count":8,"area":null},{"id":"2407.03813","title":"PECTP: Parameter-Efficient Cross-Task Prompts for Incremental Vision Transformer","created":"2024-07-04","cited_by_count":8,"area":null},{"id":"2410.09218","title":"Continual Learning with Neuromorphic Computing: Foundations, Methods, and Emerging Applications","created":"2024-10-11","cited_by_count":8,"area":null},{"id":"2411.07175","title":"Continual Memorization of Factoids in Language Models","created":"2024-11-11","cited_by_count":8,"area":null},{"id":"2501.14369","title":"Low-rank Prompt Interaction for Continual Vision-Language Retrieval","created":"2025-01-24","cited_by_count":8,"area":null},{"id":"2502.01866","title":"Online Curvature-Aware Replay: Leveraging $\\mathbf{2^{nd}}$ Order Information for Online Continual Learning","created":"2025-02-03","cited_by_count":8,"area":null},{"id":"2506.05985","title":"Dynamic Mixture of Progressive Parameter-Efficient Expert Library for Lifelong Robot Learning","created":"2025-06-06","cited_by_count":8,"area":null},{"id":"2104.08419","title":"TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Completion","created":"2021-04-17","cited_by_count":7,"area":null},{"id":"2112.13215","title":"Continual Learning for Unsupervised Anomaly Detection in Continuous Auditing of Financial Accounting Data","created":"2021-12-25","cited_by_count":7,"area":null},{"id":"2311.01420","title":"Holistic Transfer: Towards Non-Disruptive Fine-Tuning with Partial Target Data","created":"2023-11-02","cited_by_count":7,"area":null},{"id":"2406.08229","title":"GPT4Rec: Graph Prompt Tuning for Streaming Recommendation","created":"2024-06-12","cited_by_count":7,"area":null},{"id":"2203.07815","title":"Adversarial Counterfactual Augmentation: Application in Alzheimer's Disease Classification","created":"2022-03-15","cited_by_count":6,"area":null},{"id":"2211.10567","title":"CL-CrossVQA: A Continual Learning Benchmark for Cross-Domain Visual Question Answering","created":"2022-11-19","cited_by_count":6,"area":null}],"next_cursor":"100"}