A chunked zero-knowledge circuit attests demographic-parity gap and expected calibration error on 32,768 real 2022 HMDA rows: all 32 proof chunks verify, and the attested values sit within 0.003 of the held-out and same-sample plaintext references.
Perpetual Powers of Tau,
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CR 1years
2026 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
ZK-SR117: A Chunked Zero-Knowledge Attestation Design for Aggregated Fair-Lending Metrics, with a Control Mapping toward Full SR 11-7 Coverage
A chunked zero-knowledge circuit attests demographic-parity gap and expected calibration error on 32,768 real 2022 HMDA rows: all 32 proof chunks verify, and the attested values sit within 0.003 of the held-out and same-sample plaintext references.