# Multi-task Linear Regression without Eigenvalue Lower Bounds: Adaptivity, Robustness, and Safety

ORID `D5Ijcnz1L9` · **claim-faithful** repair 2026-07-27T19:01:03.538961+00:00

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

## Claims

- [Claim 1: 01-establishes-in-sample-mse-bound-task](./01-establishes-in-sample-mse-bound-task/) — VERIFIED (2/2)
- [Claim 2: 02-transfer-guarantee-inlier-tasks-min](./02-transfer-guarantee-inlier-tasks-min/) — VERIFIED (2/2)
- [Claim 3: 03-assumption-balancedness-replaces-classical-lower](./03-assumption-balancedness-replaces-classical-lower/) — VERIFIED (2/2)
- [Claim 4: 04-extends-in-sample-mse-guarantees-population](./04-extends-in-sample-mse-guarantees-population/) — VERIFIED (2/2)
- [Claim 5: 05-extends-same-adaptive-safety-transfer](./05-extends-same-adaptive-safety-transfer/) — VERIFIED (2/2)
- [Claim 6: 06-algorithm-solves-joint-convex-objective](./06-algorithm-solves-joint-convex-objective/) — 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)