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

Decoupling Continual Semantic Segmentation AAAI 2026

Forget Less by Learning from Parents Through Hierarchical Relationships AAAI 2026

Better Matching, Less Forgetting: A Quality-Guided Matcher for Transformer-based Incremental Object Detection AAAI 2026

YOLO-IOD: Towards Real Time Incremental Object Detection AAAI 2026

More Than Memory Savings: Zeroth-Order Optimization Mitigates Forgetting in Continual Learning WACV 2026

ORTCL: Towards Continual Learning of Time Series Foundation Models on Streaming Data via Orthogonal Rotation AAAI 2026

DiAPR: Dimensionally-Allocated Prototype Refinement for Non-Exemplar Class Incremental Learning AAAI 2026

Decomposing and Composing: Towards Efficient Vision-Language Continual Learning via Rank-1 Expert Pool in a Single LoRA AAAI 2026

CiNuSeg: Class Incremental Nuclei Segmentation via Anchor-driven Consistency Learning with Dual Region Regularization AAAI 2026

Joint Diffusion Models in Continual Learning ICCV 2025

Temporal Information Retrieval via Time-Specifier Model Merging ACL 2025

ELDER: Enhancing Lifelong Model Editing with Mixture-of-LoRA AAAI 2025

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

SSR: Alignment-Aware Modality Connector for Speech Language Models ACL 2025

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

Prototypical Replay with Old-class Focusing Knowledge Distillation for Incremental Named Entity Recognition AAAI 2025

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

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

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

Multilingual Continual Learning using Attention Distillation COLING 2025

Federated Continual Instruction Tuning ICCV 2025

Interweaving Memories of a Siamese Large Language Model AAAI 2025

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