# Improved Bounds for Private and Robust Alignment

ORID `r3PKGNlKET` · **claim-faithful** repair 2026-07-27T19:01:05.014268+00:00

Paper-style claim pages with **inline numbers** and linked `evidence/` artifacts.

## Claims

- [Claim 1: 01-standard-mle-style-log-loss-near-optimal](./01-standard-mle-style-log-loss-near-optimal/) — VERIFIED (2/2)
- [Claim 2: 02-establishes-uniform-convergence-square-loss](./02-establishes-uniform-convergence-square-loss/) — VERIFIED (2/2)
- [Claim 3: 03-privacy-cost-enters-multiplicative-factor](./03-privacy-cost-enters-multiplicative-factor/) — VERIFIED (2/2)
- [Claim 4: 04-two-orderings-corruption-privacy-are](./04-two-orderings-corruption-privacy-are/) — VERIFIED (2/2)
- [Claim 5: 05-introduces-privxpo-squarexpo-first-online](./05-introduces-privxpo-squarexpo-first-online/) — VERIFIED (2/2)
- [Claim 6: 06-offline-algorithms-priv-chi-po-square-chi-po-ach](./06-offline-algorithms-priv-chi-po-square-chi-po-ach/) — VERIFIED (2/2)
- [Conclusion](./conclusion/)

## Artifacts

- [`evidence/claim_1.json`](../evidence/claim_1.json)
- [`evidence/claim_2.json`](../evidence/claim_2.json)
- [`evidence/claim_3.json`](../evidence/claim_3.json)
- [`evidence/claim_4.json`](../evidence/claim_4.json)
- [`evidence/claim_5.json`](../evidence/claim_5.json)
- [`evidence/claim_6.json`](../evidence/claim_6.json)