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Author

Zheng Liang

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Open access Sep 2026

MSAR: multi-stage adversarial representation learning for robust financial entity-level sentiment analysis

Financial entity-level sentiment analysis aims to identify sentiment polarity toward specific financial entities in financial texts. This task is challenging because a single sentence may contain multiple entities with opposite sentiment orientations, while financial sentiment is often conveyed through domain-specific...

Xin-Wen Wan, Jun-Jie Zhao, Zheng Liang et al. · 0 citations
2026

ES-DETR: Edge-Guided State-Space DETR for Foggy Remote Sensing Object Detection

Object detection in optical remote sensing imagery is severely affected by adverse weather conditions, such as fog and haze, which degrade image quality and obscure structural details. Although recent Transformer-based detectors have achieved promising performance, they suffer from quadratic computational complexity fo...

Xiaopeng Yang, Qiang Zhang, Zheng Liang et al. · 0 citations

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