{"total":30,"rows":[{"id":"2404.16789","title":"Continual Learning of Large Language Models: A Comprehensive Survey","created":"2024-04-25","cited_by_count":234,"area":null},{"id":"2402.01364","title":"Continual Learning for Large Language Models: A Survey","created":"2024-02-02","cited_by_count":147,"area":null},{"id":"2509.20758","title":"SFT Doesn't Always Hurt General Capabilities: Revisiting Domain-Specific Fine-Tuning in LLMs","created":"2025-09-25","cited_by_count":24,"area":null},{"id":"2406.17245","title":"Unlocking Continual Learning Abilities in Language Models","created":"2024-06-25","cited_by_count":23,"area":null},{"id":"2412.13840","title":"Unleashing the Power of Continual Learning on Non-Centralized Devices: A Survey","created":"2024-12-18","cited_by_count":23,"area":null},{"id":"2503.14963","title":"Continual Multimodal Contrastive Learning","created":"2025-03-19","cited_by_count":20,"area":null},{"id":"2502.11019","title":"Unlocking the Power of Function Vectors for Characterizing and Mitigating Catastrophic Forgetting in Continual Instruction Tuning","created":"2025-02-16","cited_by_count":16,"area":null},{"id":"2504.00420","title":"Think Small, Act Big: Primitive Prompt Learning for Lifelong Robot Manipulation","created":"2025-04-01","cited_by_count":14,"area":null},{"id":"2505.15424","title":"Gated Integration of Low-Rank Adaptation for Continual Learning of Large Language Models","created":"2025-05-21","cited_by_count":13,"area":null},{"id":"2512.23017","title":"Merge before Forget: A Single LoRA Continual Learning via Continual Merging","created":"2025-12-28","cited_by_count":11,"area":null},{"id":"2408.05200","title":"KIF: Knowledge Identification and Fusion for Language Model Continual Learning","created":"2024-08-09","cited_by_count":9,"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":"2404.18311","title":"Towards Incremental Learning in Large Language Models: A Critical Review","created":"2024-04-28","cited_by_count":6,"area":null},{"id":"2603.12658","title":"Beyond Static Models: An Evolving Framework for Continual Learning in Large Language Models across Training Stages","created":"2026-03-13","cited_by_count":6,"area":null},{"id":"2407.17120","title":"Parameter-Efficient Fine-Tuning for Continual Learning: A Neural Tangent Kernel Perspective","created":"2024-07-24","cited_by_count":3,"area":null},{"id":"2601.02232","title":"ELLA: Efficient Lifelong Learning for Adapters in Large Language Models","created":"2026-01-05","cited_by_count":3,"area":null},{"id":"2511.05171","title":"Model Merging Improves Zero-Shot Generalization in Bioacoustic Foundation Models","created":"2025-11-07","cited_by_count":2,"area":null},{"id":"2606.01379","title":"Turning Back Without Forgetting: Selective Backward Refinement for Parameter-Efficient Continual Learning","created":"2026-05-31","cited_by_count":2,"area":null},{"id":"2505.22358","title":"Adaptive Budget Allocation for Orthogonal-Subspace Adapter Tuning in LLMs Continual Learning","created":"2025-05-28","cited_by_count":1,"area":null},{"id":"2605.05285","title":"Attribution-Guided Continual Learning for Large Language Models","created":"2026-05-06","cited_by_count":1,"area":null},{"id":"2609.23594","title":"Bilinear Optimization Divergence: Diagnosing Factor-Constrained LoRA Continual Learning","created":"2026-09-20","cited_by_count":1,"area":null},{"id":"2609.30935","title":"Estimating and Orthogonalizing Unknown Pre-training Gradients for Continual Fine-tuning of Large Language Models","created":"2026-09-25","cited_by_count":1,"area":null},{"id":"2511.06237","title":"Mixtures of SubExperts for Large Language Continual Learning","created":"2025-11-09","cited_by_count":0,"area":null},{"id":"2512.15658","title":"PPSEBM: An Energy-Based Model with Progressive Parameter Selection for Continual Learning","created":"2025-12-17","cited_by_count":0,"area":null},{"id":"2601.19089","title":"EPAS: Efficient Training with Progressive Activation Sharing","created":"2026-01-27","cited_by_count":0,"area":null},{"id":"2605.05732","title":"CRAFT: Forgetting-Aware Intervention-Based Adaptation for Continual Learning","created":"2026-05-07","cited_by_count":0,"area":null},{"id":"2606.00382","title":"CRMA: A Spectrally-Bounded Backbone for Modular Continual Fine-Tuning of LLMs","created":"2026-05-29","cited_by_count":0,"area":null},{"id":"2608.06216","title":"Continual Learning in Transition","created":"2026-08-06","cited_by_count":0,"area":null},{"id":"2610.00431","title":"ChainLoRA: Geometry-Preserving Task Vector Merging for Continual Learning in LLMs","created":"2026-09-30","cited_by_count":0,"area":null},{"id":"2610.16664","title":"Making LoRA Identifiable: Orthogonal Alignment for Continual Learning","created":"2026-10-12","cited_by_count":0,"area":null}],"next_cursor":null}