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cs.LG2025
DeepForm: Reasoning Large Language Model for Communication System Formulation
Panlong Wu, Ting Wang, Yifei Zhong +3
Communication system formulation is critical for advancing 6G and future wireless technologies, yet it remains a complex, expertise-intensive task. While Large Language Models (LLM…
cs.LG2024
Federated In-Context LLM Agent Learning
Panlong Wu, Kangshuo Li, Junbao Nan +1
Large Language Models (LLMs) have revolutionized intelligent services by enabling logical reasoning, tool use, and interaction with external systems as agents. The advancement of L…
cs.LG2023
FedMS: Federated Learning with Mixture of Sparsely Activated Foundations Models
Panlong Wu, Kangshuo Li, Ting Wang +1
Foundation models have shown great success in natural language processing, computer vision, and multimodal tasks. FMs have a large number of model parameters, thus requiring a subs…