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cs.CR2026
When Rotation Bounds Nothing: Streaming Image Classifiers to Field Nodes Under Physical Capture
Daniel Gilkarov, Ran Dubin
Field nodes run image classifiers locally, exposing a first-class asset, the trained model, to theft. Trusted-execution enclaves, collaborative-inference splits, and encrypted stor…
cs.CR2026
SafePickle: Robust and Generic ML Detection of Malicious Pickle-based ML Models
Hillel Ohayon, Daniel Gilkarov, Ran Dubin
Model repositories such as Hugging Face increasingly distribute machine learning artifacts serialized with Python's pickle format, exposing users to remote code execution (RCE) ris…