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<p class="lead">Independent reproduction · immutable arXiv v1 + current v3 · OpenReview RwiGcN2feP</p>
<h1>Unifying Low Dimensional Spectra</h1>
<p>Exact UFM objects plus literal paper-scale linear and ReLU training.</p>
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<div class="card"><div class="n">6/6</div><div>decisive literal verdicts</div></div>
<div class="card"><div class="n">2 × 10⁶</div><div>paper-scale epochs per paired run</div></div>
<div class="card"><div class="n">32</div><div>exact theorem cells</div></div>
<div class="card"><div class="n">4</div><div>executed destructive controls</div></div>
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<img src="outputs/low_dimensional_spectra_audit.png" alt="Hessian, decomposition, gradient, and Table 2 diagnostics">
<p class="scope"><strong>No proxy counted:</strong> Claim 6 uses the literal K=3, d=65, n=40, L=5, layer-4 ReLU Deep UFM for one million epochs and an independent exact NumPy Hessian/gradient oracle. Claim 5's “about 0.2” start is reported as a literal falsification.</p>
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