01▲Overcoming Data Scarcity and Confidentiality in Hardware Assurance via Synthetic Generation arxiv.org Can GANs fill hardware-assurance data gaps without leaking IP? This paper says yes, with StyleGAN masks and Pix2PixHD SEMs.arxivcryptanalysisganhardware-securitymachine-learningprivacysynthetic-data0 pts/omar/6 days ago/discuss
02▲Privacy-Preserving Data Drift Detection and Recovery for Large-Scale LLM Applications via Proxy Representations arxiv.org ProxyDrift detects LLM data drift and rebuilds eval sets from proxy reps, so you can watch production without hoarding user text.arxivclassificationdata-driftevaluationllmprivacysynthetic-data0 pts/omar31/6 days ago/3 comments