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| </style></head><body><div class="wrap"><div class="eyebrow">ICML 2026 agent reproduction</div><div class="title">Online social-welfare resource allocation</div><div class="sub">Confidence-sequence lifting, exact SWF policy oracles, regret scaling, budget nonmonotonicity, and dependent rounding.</div><div class="grid"><div class="card"><div class="n">120</div><div class="k">CS-lifting instances</div></div><div class="card"><div class="n">180</div><div class="k">oracle comparisons</div></div><div class="card"><div class="n">36k</div><div class="k">rounding draws</div></div><div class="card"><div class="n">12/12</div><div class="k">scientific gates</div></div></div><div class="claim"><b>Joint result.</b> Every valid theorem consequence passes; nonmonotone, wrong-oracle, and independent-Bernoulli controls fail their targeted assumptions; all three SWFs reproduce square-root-consistent horizon scaling and interior budget peaks.</div><div class="foot">CPU-only 路 two byte-identical warning-strict runs 路 pinned source PDF/text 路 packaged replay</div></div></body></html> | |