PIR-based audits make deceptive model providers risk more false answers, so cheating gets harder to hide.
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01 02 Updatable Oblivious Key Value Stores with Access Control and Application to Multi Key Searchable Encryption eprint.iacr.orgDynamic OKVS with access control, then PIR on top, so searchable encryption can stop pretending data never changes.03 SoK on confidential transformer inference and RAG, comparing TEEs, MPC, DP, obfuscation, and hybrids for real deployment tradeoffs.04 What do DPFs and FSS buy you, besides a survey taxonomy for PIR, anonymous messaging, and secure computation?