Author

Peixun Liu

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Open access Oct 2026

RL-Axial: Learning When to Compute Global Context for Multimodal Segmentation

High-resolution remote sensing semantic segmentation is a key enabler for fine-grained urban mapping and related geospatial applications. However, complex textures, severe scale variations, and cross-modal discrepancies make models with fixed architectures and computation paths struggle to combine reliable multimodal f...

Dong Xing, Hang Yang, Jin-He Zhang et al. · Cognitive Computation · 0 citations

Preprint Aug 2026

VADER: Adaptive Debiasing for Hallucination Mitigation in Video Large Language Models

Video-Adaptive Debiasing via Evidence Reweighting (VADER), a training-free framework with two complementary modules that combines Contrastive decoding then down-weights predictions that remain confident after selective evidence erasure.

Dong Xing, Jiaxin Chen, Hang Yang et al. · 0 citations