Author

Yuning Qiu

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Aug 2026

Bayesian adaptive tensor ring decomposition with automatic model selection.

A robust non-parametric Bayesian method known as the Bayesian adaptive tensor ring decomposition (BATR) method, which accomplishes an adaptive low tensor ring (TR) rank model by incorporating a more advanced generalized hyperbolic (GH) prior into the probabilistic framework, thereby facilitating automatic TR rank deter...

Zhenhao Huang, Guoxu Zhou, Yuning Qiu et al. · Neural Networks · 0 citations

Jul 2026

Adaptive Ranks for Personalized Federated Large Language Models Under Parameter Budget Constraints

The advent of Large Language Models (LLMs) represents a leap toward leveraging AI for the benefit of humanity. However, the realization of this potential requires addressing the growing need for personalization and data privacy across diverse entities. Federated Learning (FL) offers a vital paradigm for developing priv...

Jinhua Chen, Yuning Qiu, Franck Junior Aboya Messou et al. · 2026 ITU Kaleidoscope - AI a... · 0 citations