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Jul 2026

Reliability-Aware 3D Geometric Injection for Universal Person Re-identification

UniGeo, a Universal Monocular 3D-Enhanced ReID framework driven by a Consistency-Aware Reliability Gate and Dual-Stream Residual Fusion, is proposed, which improves challenging, structure-sensitive scenarios while preserving competitive performance on clean domains.

Bo-Han Su, Jiashuo Wang, Fang-Yi Liu et al. · 0 citations
Jul 2026

PEARL: Auditable Repair for Scientific Reasoning Graph Extraction

PEARL (Peircean Extraction via Abstraction and Repair Layer), a training-free framework that turns noisy LLM graph responses into auditable reasoning graphs and repairs them toward strict semantic validity, is proposed.

Bo-Han Su, Peng-Ze Li, Yu-Chen Lu et al. · 0 citations

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