Author

Peter Chin

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Preprint Aug 2026

CDGP: Contrastive Dual Gaussian Processes for Weakly Supervised Anomaly Segmentation

Industrial visual inspection must both decide whether a product is defective and localize the defect, yet pixel-level masks are costly to collect at scale. Most anomaly-segmentation methods learn only from defect-free images and score deviations from normality. A true defect and an unusual-but-normal region, however, c...

Seung-Jun Chu, Seokhee Han, Mateusz Nowak et al. · 0 citations

Preprint Aug 2026

Quantum-Inspired Hybrid Neural Networks for Neural Decoding: A Controlled Ablation Study of Learnable Quantum Sidecar Integration

Comparing parameterized quantum circuits integrated as residual sidecar modules within a ResNet-50 backbone for 31-class neural population decoding---imagined handwriting classification from multi-neuron spike rasters finds measurement-guided training consistently improves representation geometry without reducing accur...

Diana Levy, Menachem Finkelstein, Peter Chin et al. · 0 citations