Aug 22, 2024 · Continual learning, also known as incremental learning or life-long learning, stands at the forefront of deep learning and AI systems.

6 days ago · This paper surveys the integration of LMs into IIoT-enhanced General Industrial Intelligence (GII), focusing on two key areas: LMs for GII and LMs on GII. The ...

3 days ago · Explore the latest findings from the Continual Learning LLM survey, highlighting trends and insights in the field. Continual Learning Large Language Models.

Aug 22, 2024 · Continual learning refers to the capability of a machine learning model to learn and adapt to new information, without compromising its performance on ...

Aug 15, 2024 · Federated learning is a decentralized approach to training models across multiple local clients without the exchange of raw data from client devices to global ...

3 days ago · Continual learning strives to ensure stability in solving previously seen tasks while demonstrating plasticity in a novel domain.

2 days ago · Continual Learning LLM Survey Insights. Explore the latest findings from the Continual Learning LLM survey, highlighting trends and insights in the field.

Aug 14, 2024 · Continual learning (CL) is a paradigm that aims to replicate the human ability to learn and accumulate knowledge continually without forgetting previous ...

Aug 31, 2024 · De LangeM. et al. A continual learning survey: Defying forgetting in classification tasks. IEEE Transactions on Pattern Analysis and Machine Intelligence.

2 days ago · PDS refers to the subtle, gradual, and continuous distribution shift that widely exists in modern deep learning applications. It is widely observed in industry ...