5 papers
SWE-Bench 5G: Benchmarking AI Coding Agents on Telecom Network Engineering Tasks
Jiao Chen, Jianhua Tang, Xiaotong Yang +1
AI coding agents demonstrate strong performance on general-purpose software benchmarks. However, their ability to handle 5G network engineering tasks remains unexplored. We propose…
6GAgentGym: Tool Use, Data Synthesis, and Agentic Learning for Network Management
Jiao Chen, Jianhua Tang, Xiaotong Yang +1
Autonomous 6G network management requires agents that can execute tools, observe the resulting state changes, and adapt their decisions accordingly. Existing benchmarks based on st…
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…
FaultGPT: Industrial Fault Diagnosis Question Answering System by Vision Language Models
Jiao Chen, Ruyi Huang, Zuohong Lv +2
Recently, employing single-modality large language models based on mechanical vibration signals as Tuning Predictors has introduced new perspectives in intelligent fault diagnosis.…
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…