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

FR²Seg: Continual Segmentation Across Multiple Sites via Fourier Style Replay and Adaptive Consistency Regularization AAAI 2025

Adaptive Prototype Replay for Class Incremental Semantic Segmentation AAAI 2025

Less, but Better: Efficient Multilingual Expansion for LLMs via Layer-wise Mixture-of-Experts ACL 2025

Towards Understanding Multi-Task Learning (Generalization) of LLMs via Detecting and Exploring Task-Specific Neurons COLING 2025

Controlled Low-Rank Adaptation with Subspace Regularization for Continued Training on Large Language Models ACL 2025

PROL : Rehearsal Free Continual Learning in Streaming Data via Prompt Online Learning ICCV 2025

Don’t Half-listen: Capturing Key-part Information in Continual Instruction Tuning ACL 2025

On-Policy Algorithms for Continual Reinforcement Learning (Student Abstract) AAAI 2025

Advancing SMoE for Continuous Domain Adaptation of MLLMs: Adaptive Router and Domain-Specific Loss ACL 2025

Dynamic Expert Specialization: Towards Catastrophic Forgetting-Free Multi-Domain MoE Adaptation EMNLP 2025

Recurrent Knowledge Identification and Fusion for Language Model Continual Learning ACL 2025

Multilingual Continual Learning using Attention Distillation COLING 2025

Multi-Modality Expansion and Retention for LLMs through Parameter Merging and Decoupling ACL 2025

SEC-Prompt:SEmantic Complementary Prompting for Few-Shot Class-Incremental Learning CVPR 2025

Lifelong Model Editing with Graph-Based External Memory ACL 2025

Aurora-M: Open Source Continual Pre-training for Multilingual Language and Code COLING 2025

Prompt, Translate, Fine-Tune, Re-Initialize, or Instruction-Tune? Adapting LLMs for In-Context Learning in Low-Resource Languages ACL 2025

Enhancing Discriminative Representation in Similar Relation Clusters for Few-Shot Continual Relation Extraction NAACL 2025

DuET: Dual Incremental Object Detection via Exemplar-Free Task Arithmetic ICCV 2025

Domain-adaptative Continual Learning for Low-resource Tasks: Evaluation on Nepali COLING 2025

AnalyticKWS: Towards Exemplar-Free Analytic Class Incremental Learning for Small-footprint Keyword Spotting ACL 2025

The Inter-Intra Modal Measure: A Predictive Lens on Fine-Tuning Outcomes in Vision-Language Models ICCV 2025

Temporal Information Retrieval via Time-Specifier Model Merging ACL 2025

Systematic Knowledge Injection into Large Language Models via Diverse Augmentation for Domain-Specific RAG NAACL 2025

Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning AAAI 2025