Mahmudul Faisal AlAmeen

Reading Is Not Leaking: Local, Auditable Measurement and Reduction of Inference Exposure from Public Footprints

Anyone with a public footprint leaks facts that were never stated, and language models make the inference cheap. We present a framework for measuring and reducing this inference exposure that runs on the owner's own CPU with no language model at analysis time, instantiated on organisations and on individuals. It starts...