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URL https://openreview · 2024 · DOI 10.1609/aaai.v38i14

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cs.LG 1

years

2026 1

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UNVERDICTED 1

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PRISM: Gauge-Invariant Tangent-Space Differentially Private LoRA

cs.LG · 2026-05-31 · unverdicted · novelty 5.0

PRISM is a gauge-invariant DP mechanism for LoRA that avoids bilinear noise amplification via tangent-space sampling, supplies a closed-form noise characterization on Z, and includes a DP-aware adaptive update rule.

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  • PRISM: Gauge-Invariant Tangent-Space Differentially Private LoRA cs.LG · 2026-05-31 · unverdicted · none · ref 11

    PRISM is a gauge-invariant DP mechanism for LoRA that avoids bilinear noise amplification via tangent-space sampling, supplies a closed-form noise characterization on Z, and includes a DP-aware adaptive update rule.