بنقرة واحدة
run-attacks
Run the pac_clip_sum membership inference attack test suite and summarize results.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
القائمة
Run the pac_clip_sum membership inference attack test suite and summarize results.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Reference material for differential privacy concepts. Auto-loaded when discussing privacy, attacks, sensitivity, clipping, local/smooth sensitivity, elastic sensitivity, instance-based DP, per-instance DP, individual privacy accounting, personalized DP, Pufferfish/Blowfish, or DP relaxations.
Reference material for PAC privacy internals. Auto-loaded when discussing PAC mechanism, noise, counters, or clipping.
Reference for PAC DDL syntax — PRIVACY_KEY, PRIVACY_LINK, PROTECTED, SET PU, and the parser. Auto-loaded when discussing table setup, privacy units, or protected columns.
Build and run pac_clip_sum unit tests.
| name | run-attacks |
| description | Run the pac_clip_sum membership inference attack test suite and summarize results. |
PAC (Probably Approximately Correct) privacy privatizes SQL aggregates via 64 parallel SWAR bitslice counters with MI-bounded noise. pac_clip_sum adds per-user contribution clipping using magnitude-level decomposition (4x bands, 2-bit shift) with distinct-contributor bitmaps. Unsupported outlier levels are hard-zeroed to prevent variance side-channel attacks.
GEN=ninja make 2>&1 | tail -5bash attacks/clip_attack_test.sh 2>/dev/nullbash attacks/clip_multirow_test.sh 2>/dev/nullbash attacks/clip_hardzero_stress.sh 2>/dev/nullSummarize results as a table:
attacks/clip_attack_results.md