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Hui-Jie Fan

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Preprint Aug 2026

Discrete Diffusion Bridges for Spatiotemporally Aligned Image Translation and Generation

Discrete Diffusion Bridges effectively balances edit alignment with structural fidelity across both text-guided semantic manipulation and pure structural image translation, while inherently complementing text-to-image generation and guaranteeing robust high-quality decoding under extremely low sampling steps.

Xing Xie, Jiawei Liu, Shi-Jun Zhou et al. · 0 citations
Open access 2026

Adaptive Event-Driven Labeling: A Neuro-Symbolic Multiagent Framework for Causal Inference in Non-Stationary Time Series

This paper proposes Adaptive Event Driven Labeling (AEDL), a novel neurosymbolic framework that synthesizes unstructured semantic data with formal causal inference to disentangle simultaneous supply and demand shocks and introduces a Heterogeneous Multiagent Discussion (HAD) architecture.

Yiwen Liang, Yanan Jiao, Wenjie Ping et al. · 10 citations · ⚡1
Open access Jul 2026

Fraud learns too: continual graph learning under strategic adversarial drift in dynamic networks

Game Theoretic Anticipatory Continual Graph Learning (GT-ACGL), a framework that casts fraud detection as a continuous Stackelberg game between a defender and an adaptive adversary, and encourages decision boundaries that remain comparatively stable under strategic structural perturbation.

Hui-Jie Fan, Ya-Nan Jiao, M. Wang et al. · 2 citations

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