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cs.LG2026
Continuous-time Online Learning via Mean-Field Neural Networks: Regret Analysis in Diffusion Environments
Erhan Bayraktar, Bingyan Han, Ziqing Zhang
We study continuous-time online learning where data are generated by a diffusion process with unknown coefficients. The learner employs a two-layer neural network, continuously upd…
cs.LG2025
Quotation-Based Data Retention Mechanism for Data Privacy in LLM-Empowered Network Services
Bin Han, Di Feng, Zexin Fang +2
The deployment of large language models (LLMs) for next-generation network optimization introduces novel data governance challenges. mobile network operators (MNOs) increasingly le…