7 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…
AdaptFly: Prompt-Guided Adaptation of Foundation Models for Low-Altitude UAV Networks
Jiao Chen, Haoyi Wang, Jianhua Tang +1
Low-altitude Unmanned Aerial Vehicle (UAV) networks rely on robust semantic segmentation as a foundational enabler for distributed sensing-communication-control co-design across he…
Probing then Editing: A Push-Pull Framework for Retain-Free Machine Unlearning in Industrial IoT
Jiao Chen, Weihua Li, Jianhua Tang
In dynamic Industrial Internet of Things (IIoT) environments, models need the ability to selectively forget outdated or erroneous knowledge. However, existing methods typically rel…
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.…