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Author

Zong-Yuan Ge

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Jul 2026

ReMoE: Report-Guided Mixture-of-Experts for Multimodal OCT/OCTA Anomaly Detection

Report-Guided Mixture-of-Experts (ReMoE) is proposed, which distills normal report semantics into an image-to-text prior student, builds modality-aware priors, and uses Report-Guided Modality Modulation (RMM) to modulate features through mixture-of-experts routing.

Zi-Han Nie, Qin-Cheng Qiao, Muhao Xu et al. · 0 citations

Seeing Through the Shift: Causality-Inspired Robust Generalized Category Discovery

This work proposes CausalGCD, a causality-inspired framework designed to mitigate domain-shift bias in category discovery and proposes a Causal Geometric Manifold Constraint that enforces invariant manifold-level associations between known and unknown categories across domains, thereby facilitating robust discovery of...

Wei Feng, Yi-Wen Jiang, Sijin Zhou et al. · 1 citation

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