Pinned PyTorch2.15, opening statement and Controlling sources of randomness. Reproducibility is not guaranteed across releases/platforms or CPU/GPU; controlling seeds alone does not eliminate all nondeterminism. Used to distinguish exact recurrence equivalence from an environment-specific numerical restart claim.
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