3 papers
cs.LG2025
Forward-Only Continual Learning
Jiao Chen, Jiayi He, Fangfang Chen +2
Catastrophic forgetting remains a central challenge in continual learning (CL) with pre-trained models. While existing approaches typically freeze the backbone and fine-tune a smal…
cs.LG2024
Towards General Industrial Intelligence: A Survey of Continual Large Models in Industrial IoT
Jiao Chen, Jiayi He, Fangfang Chen +6
Industrial AI is transitioning from traditional deep learning models to large-scale transformer-based architectures, with the Industrial Internet of Things (IIoT) playing a pivotal…
cs.RO2024
Edge-Cloud Collaborative Motion Planning for Autonomous Driving with Large Language Models
Jiao Chen, Suyan Dai, Fangfang Chen +2
Integrating large language models (LLMs) into autonomous driving enhances personalization and adaptability in open-world scenarios. However, traditional edge computing models still…