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catastrophic forgetting

939 papers

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Also known as

CF

Co-occurring keywords

continual learning (1164) knowledge distillation (3680) class-incremental learning (154) incremental learning (278) domain adaptation (4578) representation learning (6174) lifelong learning (142) few-shot learning (3390) transfer learning (5442) large language model (12755)

Papers

Walking the Web of Concept-Class Relationships in Incrementally Trained Interpretable Models AAAI 2025
MalCL: Leveraging GAN-Based Generative Replay to Combat Catastrophic Forgetting in Malware Classification AAAI 2025
Low-Rank Adaptation in Multilinear Operator Networks for Security-Preserving Incremental Learning CVPR 2025
Optimizing Lifelong Fine-Tuning for Multiple Tasks via Dataless Distribution Replay COLING 2025
DASK: Distribution Rehearsing via Adaptive Style Kernel Learning for Exemplar-Free Lifelong Person Re-Identification AAAI 2025
Federated Incremental Named Entity Recognition COLING 2025
Synthetic Data is an Elegant GIFT for Continual Vision-Language Models CVPR 2025
MultiSFL: Towards Accurate Split Federated Learning via Multi-Model Aggregation and Knowledge Replay AAAI 2025
One VLM to Keep it Learning: Generation and Balancing for Data-Free Continual Visual Question Answering WACV 2025
In-context Continual Learning Assisted by an External Continual Learner COLING 2025
Dynamic-prototype Contrastive Fine-tuning for Continual Few-shot Relation Extraction with Unseen Relation Detection COLING 2025
How to Fine-Tune Safely on a Budget: Model Adaptation Using Minimal Resources EMNLP 2025
One-for-More: Continual Diffusion Model for Anomaly Detection CVPR 2025
Multi-Label Continual Learning for the Medical Domain: A Novel Benchmark WACV 2025
Reducing Class-wise Confusion for Incremental Learning with Disentangled Manifolds CVPR 2025
DACIP-RC: Domain Adaptive Continual Instruction Pre-Training via Reading Comprehension on Business Conversations EMNLP 2025
Continual Learning of Personalized Generative Face Models with Experience Replay WACV 2025
Memory-Efficient Continual Learning with Neural Collapse Contrastive WACV 2025
RECALL: REpresentation-aligned Catastrophic-forgetting ALLeviation via Hierarchical Model Merging EMNLP 2025
Mitigating Catastrophic Forgetting in Large Language Models with Forgetting-aware Pruning EMNLP 2025
Mitigating Forgetting in Continual Learning with Selective Gradient Projection IJCNLP 2025
L4: Mutual Learning Helps Lifelong Language Learning EMNLP 2025
Not All Parameters Are Created Equal: Smart Isolation Boosts Fine-Tuning Performance EMNLP 2025
Stacked LoRA: Isolated Low-Rank Adaptation for Lifelong Knowledge Management IJCNLP 2025
Exploring the Stability Gap in Continual Learning: The Role of the Classification Head WACV 2025