Author

Hui-Jie Fan

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Preprint Aug 2026

Discrete Diffusion Bridges for Spatiotemporally Aligned Image Translation and Generation

We propose Discrete Diffusion Bridges (DDB), a novel framework designed to resolve the fundamental spatiotemporal misalignment of standard discrete diffusion in image translation and generation. By corrupting data into a pure mask state via a random schedule, the conventional forward process induces a twofold misalignm...

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. · IEEE Access · 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. · Scientific Reports · 2 citations