ProCreations/repro-multi-task-linear-regression-without-eigenvalue-lower-bounds

Reproduction bundle

Claim-native deterministic audit of all six registered claims for OpenReview D5Ijcnz1L9 and arXiv 2605.17126v1. The registered matrix-weighted MTLR estimator is executed directly on linear and logistic experiments at the paper's native synthetic dimensions.

python3 -m pip install -r requirements.txt
PYTHONDONTWRITEBYTECODE=1 PYTHONWARNINGS=error python3 reproduce.py
PYTHONDONTWRITEBYTECODE=1 PYTHONWARNINGS=error python3 validate_evidence.py

Finite native-scale runs and exact covariance objects accompany the pinned high-probability theorems; they are not replacement universal proofs.