{"total":67,"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":"2204.04662","title":"FOSTER: Feature Boosting and Compression for Class-Incremental Learning","created":"2022-04-10","cited_by_count":229,"area":null},{"id":"2303.05118","title":"SLCA: Slow Learner with Classifier Alignment for Continual Learning on a Pre-trained Model","created":"2023-03-09","cited_by_count":180,"area":null},{"id":"2307.01504","title":"All in One: Multi-task Prompting for Graph Neural Networks","created":"2023-07-04","cited_by_count":148,"area":null},{"id":"2310.07234","title":"Hierarchical Decomposition of Prompt-Based Continual Learning: Rethinking Obscured Sub-optimality","created":"2023-10-11","cited_by_count":121,"area":null},{"id":"2202.06592","title":"Memory Replay with Data Compression for Continual Learning","created":"2022-02-14","cited_by_count":82,"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":"2207.06543","title":"CoSCL: Cooperation of Small Continual Learners is Stronger than a Big One","created":"2022-07-13","cited_by_count":43,"area":null},{"id":"2308.14991","title":"Incorporating Neuro-Inspired Adaptability for Continual Learning in Artificial Intelligence","created":"2023-08-29","cited_by_count":43,"area":null},{"id":"2303.09483","title":"Achieving a Better Stability-Plasticity Trade-off via Auxiliary Networks in Continual Learning","created":"2023-03-16","cited_by_count":41,"area":null},{"id":"2410.05352","title":"Recent Advances of Multimodal Continual Learning: A Comprehensive Survey","created":"2024-10-07","cited_by_count":39,"area":null},{"id":"2305.00316","title":"The Ideal Continual Learner: An Agent That Never Forgets","created":"2023-04-29","cited_by_count":35,"area":null},{"id":"2310.15318","title":"HetGPT: Harnessing the Power of Prompt Tuning in Pre-Trained Heterogeneous Graph Neural Networks","created":"2023-10-23","cited_by_count":33,"area":null},{"id":"2406.05346","title":"ProG: A Graph Prompt Learning Benchmark","created":"2024-06-08","cited_by_count":29,"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":"2312.10549","title":"Catastrophic Forgetting in Deep Learning: A Comprehensive Taxonomy","created":"2023-12-16","cited_by_count":24,"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":"2407.05229","title":"HiDe-PET: Continual Learning via Hierarchical Decomposition of Parameter-Efficient Tuning","created":"2024-07-07","cited_by_count":20,"area":null},{"id":"2402.07738","title":"Universal Link Predictor By In-Context Learning on Graphs","created":"2024-02-12","cited_by_count":13,"area":null},{"id":"2310.08855","title":"Overcoming Recency Bias of Normalization Statistics in Continual Learning: Balance and Adaptation","created":"2023-10-13","cited_by_count":11,"area":null},{"id":"2408.08295","title":"SLCA++: Unleash the Power of Sequential Fine-tuning for Continual Learning with Pre-training","created":"2024-08-15","cited_by_count":10,"area":null},{"id":"2311.11995","title":"BrainWash: A Poisoning Attack to Forget in Continual Learning","created":"2023-11-20","cited_by_count":9,"area":null},{"id":"2504.02666","title":"BECAME: BayEsian Continual Learning with Adaptive Model MErging","created":"2025-04-03","cited_by_count":9,"area":null},{"id":"2204.10535","title":"Alleviating Representational Shift for Continual Fine-tuning","created":"2022-04-22","cited_by_count":8,"area":null},{"id":"2310.10362","title":"Self-Pro: A Self-Prompt and Tuning Framework for Graph Neural Networks","created":"2023-10-16","cited_by_count":8,"area":null},{"id":"2403.14353","title":"DaCapo: Accelerating Continuous Learning in Autonomous Systems for Video Analytics","created":"2024-03-21","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":"2305.00664","title":"EvoluNet: Advancing Dynamic Non-IID Transfer Learning on Graphs","created":"2023-05-01","cited_by_count":7,"area":null},{"id":"2306.10724","title":"Partial Hypernetworks for Continual Learning","created":"2023-06-19","cited_by_count":7,"area":null},{"id":"2308.05508","title":"Multi-domain Recommendation with Embedding Disentangling and Domain Alignment","created":"2023-08-10","cited_by_count":7,"area":null},{"id":"2406.07413","title":"Towards Continuous Reuse of Graph Models via Holistic Memory Diversification","created":"2024-06-11","cited_by_count":7,"area":null},{"id":"2410.10923","title":"ATLAS: Adapter-Based Multi-Modal Continual Learning with a Two-Stage Learning Strategy","created":"2024-10-14","cited_by_count":7,"area":null},{"id":"2412.18177","title":"Enhancing Online Continual Learning with Plug-and-Play State Space Model and Class-Conditional Mixture of Discretization","created":"2024-12-24","cited_by_count":7,"area":null},{"id":"2312.13027","title":"Doubly Perturbed Task Free Continual Learning","created":"2023-12-20","cited_by_count":5,"area":null},{"id":"2405.09394","title":"SPD-CFL: Stepwise Parameter Dropout for Efficient Continual Federated Learning","created":"2024-05-15","cited_by_count":5,"area":null},{"id":"2410.21749","title":"Reliable and Compact Graph Fine-tuning via GraphSparse Prompting","created":"2024-10-29","cited_by_count":3,"area":null},{"id":"2504.20033","title":"Mitigating Catastrophic Forgetting in the Incremental Learning of Medical Images","created":"2025-04-28","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":"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":"2506.00477","title":"Flashbacks to Harmonize Stability and Plasticity in Continual Learning","created":"2025-05-31","cited_by_count":2,"area":null},{"id":"2507.02395","title":"Continual Multiple Instance Learning with Enhanced Localization for Histopathological Whole Slide Image Analysis","created":"2025-07-03","cited_by_count":2,"area":null},{"id":"2510.16914","title":"Domain Generalizable Continual Learning","created":"2025-10-19","cited_by_count":2,"area":null},{"id":"2602.01976","title":"FlyPrompt: Brain-Inspired Random-Expanded Routing with Temporal-Ensemble Experts for General Continual Learning","created":"2026-02-02","cited_by_count":2,"area":null},{"id":"2312.07082","title":"Continual Learning through Networks Splitting and Merging with Dreaming-Meta-Weighted Model Fusion","created":"2023-12-12","cited_by_count":1,"area":null},{"id":"2410.12690","title":"Local transfer learning Gaussian process modeling, with applications to surrogate modeling of expensive computer simulators","created":"2024-10-16","cited_by_count":1,"area":null},{"id":"2501.07382","title":"Information-Theoretic Dual Memory System for Continual Learning","created":"2025-01-13","cited_by_count":1,"area":null},{"id":"2505.19715","title":"Graceful Forgetting in Generative Language Models","created":"2025-05-26","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":"2510.24044","title":"Mitigating Negative Transfer via Reducing Environmental Disagreement","created":"2025-10-28","cited_by_count":1,"area":null},{"id":"2604.02877","title":"Unlocking Positive Transfer in Incrementally Learning Surgical Instruments: A Self-reflection Hierarchical Prompt Framework","created":"2026-04-03","cited_by_count":1,"area":null},{"id":"2608.12332","title":"Can Spectral-Clipping Enable Better Learning While Forgetting Less for Low-Rank Adaptation?","created":"2026-06-02","cited_by_count":1,"area":null},{"id":"2209.02370","title":"Continual Learning, Fast and Slow","created":"2022-09-06","cited_by_count":0,"area":null},{"id":"2401.05362","title":"DualTeacher: Bridging Coexistence of Unlabelled Classes for Semi-supervised Incremental Object Detection","created":"2023-12-13","cited_by_count":0,"area":null},{"id":"2402.10427","title":"Evaluating and Improving Continual Learning in Spoken Language Understanding","created":"2024-02-16","cited_by_count":0,"area":null},{"id":"2402.15227","title":"Fixed Random Classifier Rearrangement for Continual Learning","created":"2024-02-23","cited_by_count":0,"area":null},{"id":"2406.16615","title":"The Championship-Winning Solution for the 5th CLVISION Challenge 2024","created":"2024-06-24","cited_by_count":0,"area":null},{"id":"2407.04996","title":"The Solution for the sequential task continual learning track of the 2nd Greater Bay Area International Algorithm Competition","created":"2024-07-06","cited_by_count":0,"area":null},{"id":"2503.09106","title":"Freeze and Cluster: A Simple Baseline for Rehearsal-Free Continual Category Discovery","created":"2025-03-12","cited_by_count":0,"area":null},{"id":"2503.14301","title":"FeNeC: Enhancing Continual Learning via Feature Clustering with Neighbor- or Logit-Based Classification","created":"2025-03-18","cited_by_count":0,"area":null},{"id":"2503.20248","title":"Incremental Object Keypoint Learning","created":"2025-03-26","cited_by_count":0,"area":null},{"id":"2503.20725","title":"Continual learning via probabilistic exchangeable sequence modelling","created":"2025-03-26","cited_by_count":0,"area":null},{"id":"2505.11796","title":"CL-BioGAN: Biologically-Inspired Cross-Domain Continual Learning for Hyperspectral Anomaly Detection","created":"2025-05-17","cited_by_count":0,"area":null},{"id":"2508.11328","title":"Aligning the Spectrum: Hybrid Graph Pre-training and Prompt Tuning across Homophily and Heterophily","created":"2025-08-15","cited_by_count":0,"area":null},{"id":"2601.05623","title":"Continual Learning of Achieving Forgetting-free and Positive Knowledge Transfer","created":"2026-01-09","cited_by_count":0,"area":null},{"id":"2606.03290","title":"Message Tuning Outshines Graph Prompt Tuning: A Prismatic Space Perspective","created":"2026-06-02","cited_by_count":0,"area":null},{"id":"2609.07009","title":"NeuCME: Toward Dynamic Multimodal Continual Learning via Neural Combinatorics of Multiple Experts","created":"2026-09-07","cited_by_count":0,"area":null},{"id":"2609.19985","title":"Past, Future, All at Once: Mitigating Stability-Plasticity Dilemma via Post-hoc JANUS Rectification","created":"2026-09-17","cited_by_count":0,"area":null}],"next_cursor":null}