Latest Articles for Catastrophic Forgetting

Online-LoRA helps machines learn and remember in a continuous flow of data.

Mecoin helps retain memories while learning new information efficiently.

Scientists work on new ways to connect thoughts with machines using EEG signals.

This framework helps machines remember old tasks while learning new ones.

A look into how machines learn through Multi-Stage Knowledge Integration.

New models help machines retain knowledge while learning new tasks.

A new method helps AI models learn without forgetting past knowledge.

A look into why AI models forget and how to help them remember.

A new framework that improves face recognition by learning continuously without forgetting.

Exploring how fine-tuning affects reasoning in language models.

Mamba-CL improves AI learning by retaining old knowledge while acquiring new tasks.

Machines can learn continuously, improving without losing past knowledge.

New methods improve speech recognition while maintaining past knowledge.

Learn how generative face models evolve to capture individual likenesses.

Discover how adaptive networks revolutionize AI learning capabilities.

A new approach to spotting defects in production lines without forgetting past knowledge.

NCENet enables computers to learn new categories from images without forgetting old ones.

Large language models excel in some areas but struggle with general tasks.

A new framework improves machine learning ability to retain knowledge while learning new tasks.

A novel strategy helps AI learn better by retaining past knowledge while adapting to new tasks.

Discover how FedSSI improves machine learning without forgetting past knowledge.

InCA helps models learn new tasks without forgetting old ones.

Learn how AI models can continuously gain knowledge without forgetting past lessons.

Learn how AI models struggle with memory and the impacts of biased forgetting.

Models learn old and new objects while remembering past knowledge.

KLDA tackles challenges in continual learning while preserving past knowledge.

Discover how machines learn without forgetting using synthetic data and expert systems.

ECoral enhances federated class-incremental learning while ensuring data privacy.

Discover how MOLLM improves LLMs by erasing harmful data efficiently.