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cs.LG2026
LCAP: Population-Informed Latent Chip Adaptation from Few Output Probes for Photonic Neural Networks
Tianyu Gao, Guantian Zheng
Photonic neural networks (PNNs) offer efficient analog inference, but parameters optimized under ideal device models can degrade after fabrication, creating a persistent simulation…
cs.LG2026
StyleShield: Exposing the Fragility of AIGC Detectors through Continuous Controllable Style Transfer
Guantian Zheng
AI-generated content (AIGC) detectors are increasingly deployed in high-stakes settings such as academic integrity screening, yet their reliability rests on a fundamental paradox:…