{ "protocol": "The text side enters through a hidden shuffle; the optimizer never sees pair, order, or truth information. Hidden truth scores outcomes only.", "dataset": "vg", "dims": 256, "samples": 512, "true_energy": 0.8978781700134277, "chance_accuracy": 0.001953125, "arms": { "tempering": { "replicas": [ { "accuracy": 0.03125, "energy": 0.9823524951934814, "energy_over_true": 0.09408216838459316 }, { "accuracy": 0.00390625, "energy": 0.9979248046875, "energy_over_true": 0.11142562322522664 }, { "accuracy": 0.00390625, "energy": 1.0030333995819092, "energy_over_true": 0.1171152535838007 }, { "accuracy": 0.001953125, "energy": 1.0639879703521729, "energy_over_true": 0.1850026049038045 }, { "accuracy": 0.0, "energy": 1.1171770095825195, "energy_over_true": 0.24424119762908614 }, { "accuracy": 0.005859375, "energy": 1.3610917329788208, "energy_over_true": 0.5158980120415064 }, { "accuracy": 0.0, "energy": 1.823849081993103, "energy_over_true": 1.0312879217965922 }, { "accuracy": 0.001953125, "energy": 1.9880963563919067, "energy_over_true": 1.2142161629368657 } ], "best": { "accuracy": 0.03125, "energy": 0.9823355078697205, "energy_over_true": 0.09406324897622764 }, "accepted_moves": 224922 }, "sinkhorn": { "restarts": [ { "mass_at_truth": 0.0013680851552635431, "hungarian_accuracy": 0.0, "mutual_nn_count": 249, "mutual_nn_precision": 0.0, "top_margin_decile_precision": 0.0, "accuracy": 0.0, "energy": 1.6900453567504883, "energy_over_true": 0.8822657830351457 }, { "mass_at_truth": 0.0019180605886504054, "hungarian_accuracy": 0.0, "mutual_nn_count": 287, "mutual_nn_precision": 0.0, "top_margin_decile_precision": 0.0, "accuracy": 0.0, "energy": 1.6555622816085815, "energy_over_true": 0.843860711730883 }, { "mass_at_truth": 0.003440555650740862, "hungarian_accuracy": 0.00390625, "mutual_nn_count": 316, "mutual_nn_precision": 0.0031645569620253164, "top_margin_decile_precision": 0.0, "accuracy": 0.00390625, "energy": 1.5463546514511108, "energy_over_true": 0.7222321503016218 }, { "mass_at_truth": 0.0019705535378307104, "hungarian_accuracy": 0.001953125, "mutual_nn_count": 249, "mutual_nn_precision": 0.0, "top_margin_decile_precision": 0.0, "accuracy": 0.001953125, "energy": 1.655998945236206, "energy_over_true": 0.8443470401017108 } ] }, "homotopy": { "restarts": [ { "mass_at_truth": 0.0030029963236302137, "hungarian_accuracy": 0.00390625, "mutual_nn_count": 428, "mutual_nn_precision": 0.004672897196261682, "top_margin_decile_precision": 0.0, "accuracy": 0.00390625, "energy": 1.451491355895996, "energy_over_true": 0.6165794028317775 } ] } }, "summary": { "tempering": { "accuracy": 0.03125, "energy": 0.9823524951934814, "energy_over_true": 0.09408216838459316 }, "sinkhorn": { "mass_at_truth": 0.003440555650740862, "hungarian_accuracy": 0.00390625, "mutual_nn_count": 316, "mutual_nn_precision": 0.0031645569620253164, "top_margin_decile_precision": 0.0, "accuracy": 0.00390625, "energy": 1.5463546514511108, "energy_over_true": 0.7222321503016218 }, "homotopy": { "mass_at_truth": 0.0030029963236302137, "hungarian_accuracy": 0.00390625, "mutual_nn_count": 428, "mutual_nn_precision": 0.004672897196261682, "top_margin_decile_precision": 0.0, "accuracy": 0.00390625, "energy": 1.451491355895996, "energy_over_true": 0.6165794028317775 } } }