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Litianyi Zhang

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#artificial intelligence Preprint Sep 2026

Diversity Combining for Multi-Path LLM Reasoning

Generalized least squares (GLS) analysis shows that, under exchangeability, the optimal symmetric linear combiner of latent embeddings is uniform, supporting majority vote as the natural default in standard SC while leaving room for weighting or pruning under heterogeneous prompt-template branches.

Guang-Sheng Yu, Litianyi Zhang, Qin Wang et al. · 0 citations
Preprint Sep 2026

Cross-View Vision-Aided Proactive BS Selection and Beam Prediction for mmWave V2I Communications

This paper investigates environmental-sensing-aided proactive base station (BS) selection and beam prediction for millimeter-wave (mmWave) vehicle-to-infrastructure (V2I) wireless systems. We exploit onboard panoramic street-view images and a preloaded satellite map to predict communication-relevant environmental infor...

Zi-Jiao Hu, Hai-Yao Yu, Gaoyang Pang et al. · 0 citations

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