{"total":13,"rows":[{"id":"2406.05223","title":"CorDA: Context-Oriented Decomposition Adaptation of Large Language Models for Task-Aware Parameter-Efficient Fine-tuning","created":"2024-06-07","cited_by_count":44,"area":null},{"id":"2405.17767","title":"Linguistic Collapse: Neural Collapse in (Large) Language Models","created":"2024-05-28","cited_by_count":38,"area":null},{"id":"2411.01248","title":"Guiding Neural Collapse: Optimising Towards the Nearest Simplex Equiangular Tight Frame","created":"2024-11-02","cited_by_count":14,"area":null},{"id":"2409.19245","title":"Forgetting, Ignorance or Myopia: Revisiting Key Challenges in Online Continual Learning","created":"2024-09-28","cited_by_count":12,"area":null},{"id":"2408.10349","title":"AIR: Analytic Imbalance Rectifier for Continual Learning","created":"2024-08-19","cited_by_count":8,"area":null},{"id":"2412.02865","title":"Memory-efficient Continual Learning with Neural Collapse Contrastive","created":"2024-12-03","cited_by_count":8,"area":null},{"id":"2406.05222","title":"Towards Interpretable Deep Local Learning with Successive Gradient Reconciliation","created":"2024-06-07","cited_by_count":4,"area":null},{"id":"2505.24254","title":"Rethinking Continual Learning with Progressive Neural Collapse","created":"2025-05-30","cited_by_count":4,"area":null},{"id":"2506.13187","title":"Dynamic Context-oriented Decomposition for Task-aware Low-rank Adaptation with Less Forgetting and Faster Convergence","created":"2025-06-16","cited_by_count":4,"area":null},{"id":"2505.14125","title":"Contrastive Consolidation of Top-Down Modulations Achieves Sparsely Supervised Continual Learning","created":"2025-05-20","cited_by_count":2,"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":"2510.15751","title":"SAMix: Calibrated and Accurate Continual Learning via Sphere-Adaptive Mixup and Neural Collapse","created":"2025-10-17","cited_by_count":1,"area":null},{"id":"2405.15157","title":"Rethinking Class-Incremental Learning from a Dynamic Imbalanced Learning Perspective","created":"2024-05-24","cited_by_count":0,"area":null}],"next_cursor":null}