{"total":127,"rows":[{"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":"2207.13243","title":"Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks","created":"2022-07-27","cited_by_count":129,"area":null},{"id":"2110.06976","title":"Representational Continuity for Unsupervised Continual Learning","created":"2021-10-13","cited_by_count":95,"area":null},{"id":"2112.02706","title":"Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning","created":"2021-12-05","cited_by_count":91,"area":null},{"id":"2112.10017","title":"Continual Learning of a Mixed Sequence of Similar and Dissimilar Tasks","created":"2021-12-18","cited_by_count":81,"area":null},{"id":"2110.14012","title":"Graph Posterior Network: Bayesian Predictive Uncertainty for Node Classification","created":"2021-10-26","cited_by_count":80,"area":null},{"id":"2211.02633","title":"A Theoretical Study on Solving Continual Learning","created":"2022-11-04","cited_by_count":80,"area":null},{"id":"2403.05175","title":"Continual Learning and Catastrophic Forgetting","created":"2024-03-08","cited_by_count":77,"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":"2204.02685","title":"SecureBERT: A Domain-Specific Language Model for Cybersecurity","created":"2022-04-06","cited_by_count":60,"area":null},{"id":"2109.11369","title":"Recent Advances of Continual Learning in Computer Vision: An Overview","created":"2021-09-23","cited_by_count":55,"area":null},{"id":"2403.18886","title":"Self-Expansion of Pre-trained Models with Mixture of Adapters for Continual Learning","created":"2024-03-27","cited_by_count":53,"area":null},{"id":"2102.11343","title":"Understanding Catastrophic Forgetting and Remembering in Continual Learning with Optimal Relevance Mapping","created":"2021-02-22","cited_by_count":48,"area":null},{"id":"2112.03271","title":"Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks","created":"2021-12-06","cited_by_count":46,"area":null},{"id":"2106.02940","title":"Same State, Different Task: Continual Reinforcement Learning without Interference","created":"2021-06-05","cited_by_count":43,"area":null},{"id":"2305.07437","title":"Continual Vision-Language Representation Learning with Off-Diagonal Information","created":"2023-05-11","cited_by_count":40,"area":null},{"id":"2306.14775","title":"Parameter-Level Soft-Masking for Continual Learning","created":"2023-06-26","cited_by_count":40,"area":null},{"id":"2401.05605","title":"Scaling Laws for Forgetting When Fine-Tuning Large Language Models","created":"2024-01-11","cited_by_count":38,"area":null},{"id":"2103.07492","title":"Continual Learning for Recurrent Neural Networks: an Empirical Evaluation","created":"2021-03-12","cited_by_count":34,"area":null},{"id":"2110.07905","title":"Towards Better Plasticity-Stability Trade-off in Incremental Learning: A Simple Linear Connector","created":"2021-10-15","cited_by_count":34,"area":null},{"id":"2308.11073","title":"Audio-Visual Class-Incremental Learning","created":"2023-08-21","cited_by_count":33,"area":null},{"id":"2310.12244","title":"A Unified Approach to Domain Incremental Learning with Memory: Theory and Algorithm","created":"2023-10-18","cited_by_count":33,"area":null},{"id":"2105.04444","title":"Continual Learning via Bit-Level Information Preserving","created":"2021-05-10","cited_by_count":32,"area":null},{"id":"2112.02714","title":"CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks","created":"2021-12-05","cited_by_count":29,"area":null},{"id":"2312.17210","title":"Continual Learning via Sequential Function-Space Variational Inference","created":"2023-12-28","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":"2204.13349","title":"Continual Learning with Bayesian Model based on a Fixed Pre-trained Feature Extractor","created":"2022-04-28","cited_by_count":27,"area":null},{"id":"2207.07730","title":"How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on Continual Learning and Functional Composition","created":"2022-07-15","cited_by_count":27,"area":null},{"id":"2205.15445","title":"Continual Object Detection: A review of definitions, strategies, and challenges","created":"2022-05-30","cited_by_count":25,"area":null},{"id":"2103.02205","title":"Gradual Fine-Tuning for Low-Resource Domain Adaptation","created":"2021-03-03","cited_by_count":24,"area":null},{"id":"2107.08173","title":"Continual Learning for Task-oriented Dialogue System with Iterative Network Pruning, Expanding and Masking","created":"2021-07-17","cited_by_count":22,"area":null},{"id":"2203.09450","title":"Continual Learning Based on OOD Detection and Task Masking","created":"2022-03-17","cited_by_count":21,"area":null},{"id":"2104.13614","title":"Preserving Earlier Knowledge in Continual Learning with the Help of All Previous Feature Extractors","created":"2021-04-28","cited_by_count":19,"area":null},{"id":"2108.12641","title":"Prototype-Guided Memory Replay for Continual Learning","created":"2021-08-28","cited_by_count":19,"area":null},{"id":"2112.06103","title":"Improving Vision Transformers for Incremental Learning","created":"2021-12-12","cited_by_count":17,"area":null},{"id":"2208.11266","title":"SCALE: Online Self-Supervised Lifelong Learning without Prior Knowledge","created":"2022-08-24","cited_by_count":16,"area":null},{"id":"2403.14101","title":"Text-Enhanced Data-free Approach for Federated Class-Incremental Learning","created":"2024-03-21","cited_by_count":16,"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":"2209.11469","title":"Optimizing Class Distribution in Memory for Multi-Label Online Continual Learning","created":"2022-09-23","cited_by_count":12,"area":null},{"id":"2401.02576","title":"t-DGR: A Trajectory-Based Deep Generative Replay Method for Continual Learning in Decision Making","created":"2024-01-04","cited_by_count":11,"area":null},{"id":"2405.05496","title":"Boosting Large Language Models with Continual Learning for Aspect-based Sentiment Analysis","created":"2024-05-09","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":"2211.07725","title":"Hierarchically Structured Task-Agnostic Continual Learning","created":"2022-11-14","cited_by_count":9,"area":null},{"id":"2110.12667","title":"Mixture-of-Variational-Experts for Continual Learning","created":"2021-10-25","cited_by_count":8,"area":null},{"id":"2211.03989","title":"$BT^2$: Backward-compatible Training with Basis Transformation","created":"2022-11-08","cited_by_count":8,"area":null},{"id":"2306.05101","title":"Regularizing with Pseudo-Negatives for Continual Self-Supervised Learning","created":"2023-06-08","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":"2601.16979","title":"A Scalable Measure of Loss Landscape Curvature for Analyzing the Training Dynamics of LLMs","created":"2026-01-23","cited_by_count":8,"area":null},{"id":"2106.11197","title":"Iterative Network Pruning with Uncertainty Regularization for Lifelong Sentiment Classification","created":"2021-06-21","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":"2410.12937","title":"Merge to Learn: Efficiently Adding Skills to Language Models with Model Merging","created":"2024-10-16","cited_by_count":7,"area":null},{"id":"2301.01828","title":"On Sequential Bayesian Inference for Continual Learning","created":"2023-01-04","cited_by_count":6,"area":null},{"id":"2306.08593","title":"Heterogeneous Continual Learning","created":"2023-06-14","cited_by_count":6,"area":null},{"id":"2309.00023","title":"Continual Learning From a Stream of APIs","created":"2023-08-31","cited_by_count":6,"area":null},{"id":"2407.15429","title":"Learning at a Glance: Towards Interpretable Data-limited Continual Semantic Segmentation via Semantic-Invariance Modelling","created":"2024-07-22","cited_by_count":6,"area":null},{"id":"2408.01356","title":"Balanced Residual Distillation Learning for 3D Point Cloud Class-Incremental Semantic Segmentation","created":"2024-08-02","cited_by_count":6,"area":null},{"id":"2105.05155","title":"TAG: Task-based Accumulated Gradients for Lifelong learning","created":"2021-05-11","cited_by_count":5,"area":null},{"id":"2412.16264","title":"Continual Learning with Strategic Selection and Forgetting for Network Intrusion Detection","created":"2024-12-20","cited_by_count":5,"area":null},{"id":"2402.17390","title":"Robustness-Congruent Adversarial Training for Secure Machine Learning Model Updates","created":"2024-02-27","cited_by_count":4,"area":null},{"id":"2509.03810","title":"Online time series prediction using feature adjustment","created":"2025-09-04","cited_by_count":4,"area":null},{"id":"2602.04881","title":"Contrastive Continual Learning for Model Adaptability in Internet of Things","created":"2026-02-04","cited_by_count":4,"area":null},{"id":"2103.04066","title":"Learning to Continually Learn Rapidly from Few and Noisy Data","created":"2021-03-06","cited_by_count":3,"area":null},{"id":"2211.13108","title":"Integral Continual Learning Along the Tangent Vector Field of Tasks","created":"2022-11-23","cited_by_count":3,"area":null},{"id":"2303.13157","title":"Adiabatic replay for continual learning","created":"2023-03-23","cited_by_count":3,"area":null},{"id":"2303.13898","title":"Remind of the Past: Incremental Learning with Analogical Prompts","created":"2023-03-24","cited_by_count":3,"area":null},{"id":"2308.08259","title":"Graph Relation Aware Continual Learning","created":"2023-08-16","cited_by_count":3,"area":null},{"id":"2401.11156","title":"Generalizing Speaker Verification for Spoof Awareness in the Embedding Space","created":"2024-01-20","cited_by_count":3,"area":null},{"id":"2402.18449","title":"HOP to the Next Tasks and Domains for Continual Learning in NLP","created":"2024-02-28","cited_by_count":3,"area":null},{"id":"2402.18888","title":"Uncertainty-Based Extensible Codebook for Discrete Federated Learning in Heterogeneous Data Silos","created":"2024-02-29","cited_by_count":3,"area":null},{"id":"2509.20612","title":"Policy Compatible Skill Incremental Learning via Lazy Learning Interface","created":"2025-09-24","cited_by_count":3,"area":null},{"id":"2110.11314","title":"Center Loss Regularization for Continual Learning","created":"2021-10-21","cited_by_count":2,"area":null},{"id":"2306.03887","title":"Fast Context Adaptation in Cost-Aware Continual Learning","created":"2023-06-06","cited_by_count":2,"area":null},{"id":"2312.03217","title":"Rethinking E-Commerce Search","created":"2023-12-06","cited_by_count":2,"area":null},{"id":"2405.17054","title":"Improving Data-aware and Parameter-aware Robustness for Continual Learning","created":"2024-05-27","cited_by_count":2,"area":null},{"id":"2407.18526","title":"Constructing Enhanced Mutual Information for Online Class-Incremental Learning","created":"2024-07-26","cited_by_count":2,"area":null},{"id":"2412.11074","title":"Adapter-Enhanced Semantic Prompting for Continual Learning","created":"2024-12-15","cited_by_count":2,"area":null},{"id":"2503.04655","title":"CLDyB: Towards Dynamic Benchmarking for Continual Learning with Pre-trained Models","created":"2025-03-06","cited_by_count":2,"area":null},{"id":"2505.04787","title":"Replay to Remember (R2R): An Efficient Uncertainty-driven Unsupervised Continual Learning Framework Using Generative Replay","created":"2025-05-07","cited_by_count":2,"area":null},{"id":"2508.02426","title":"Learning to Evolve: Bayesian-Guided Continual Knowledge Graph Embedding","created":"2025-08-04","cited_by_count":2,"area":null},{"id":"2107.12657","title":"Continual Learning with Neuron Activation Importance","created":"2021-07-27","cited_by_count":1,"area":null},{"id":"2108.05187","title":"Discriminative Distillation to Reduce Class Confusion in Continual Learning","created":"2021-08-11","cited_by_count":1,"area":null},{"id":"2206.08101","title":"Towards Diverse Evaluation of Class Incremental Learning: A Representation Learning Perspective","created":"2022-06-16","cited_by_count":1,"area":null},{"id":"2210.05751","title":"Toward Sustainable Continual Learning: Detection and Knowledge Repurposing of Similar Tasks","created":"2022-10-11","cited_by_count":1,"area":null},{"id":"2307.15105","title":"Detecting Morphing Attacks via Continual Incremental Training","created":"2023-07-27","cited_by_count":1,"area":null},{"id":"2310.08204","title":"STELLA: Continual Audio-Video Pre-training with Spatio-Temporal Localized Alignment","created":"2023-10-12","cited_by_count":1,"area":null},{"id":"2311.06921","title":"Concept Matching: Clustering-based Federated Continual Learning","created":"2023-11-12","cited_by_count":1,"area":null},{"id":"2312.03309","title":"Benchmarking Continual Learning from Cognitive Perspectives","created":"2023-12-06","cited_by_count":1,"area":null},{"id":"2404.07518","title":"Remembering Transformer for Continual Learning","created":"2024-04-11","cited_by_count":1,"area":null},{"id":"2405.09858","title":"Towards Realistic Incremental Scenario in Class Incremental Semantic Segmentation","created":"2024-05-16","cited_by_count":1,"area":null},{"id":"2408.01970","title":"SR-CIS: Self-Reflective Incremental System with Decoupled Memory and Reasoning","created":"2024-08-04","cited_by_count":1,"area":null},{"id":"2409.00021","title":"TACOS: Task Agnostic Continual Learning in Spiking Neural Networks","created":"2024-08-16","cited_by_count":1,"area":null},{"id":"2409.13792","title":"Continual Learning for Multimodal Data Fusion of a Soft Gripper","created":"2024-09-20","cited_by_count":1,"area":null},{"id":"2410.07812","title":"Temporal-Difference Variational Continual Learning","created":"2024-10-10","cited_by_count":1,"area":null},{"id":"2410.15372","title":"Hybrid Memory Replay: Blending Real and Distilled Data for Class Incremental Learning","created":"2024-10-20","cited_by_count":1,"area":null},{"id":"2504.10561","title":"Self-Controlled Dynamic Expansion Model for Continual Learning","created":"2025-04-14","cited_by_count":1,"area":null},{"id":"2506.01327","title":"Enhancing Federated Class-Incremental Learning via Spatial-Temporal Statistics Aggregation","created":"2025-06-02","cited_by_count":1,"area":null},{"id":"2507.08922","title":"The Bayesian Approach to Continual Learning: An Overview","created":"2025-07-11","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":"2602.20796","title":"Exploring the Impact of Parameter Update Magnitude on Forgetting and Generalization of Continual Learning","created":"2026-02-24","cited_by_count":1,"area":null}],"next_cursor":"100"}