{ "benchmark": "Five-arm pinwheel density estimation", "training_examples": 40000, "heldout_examples": 10000, "results": { "realnvp": { "parameters": 21536, "test_nll": 2.2628610134124756, "sample_mmd": 0.00023621320724487305, "maximum_cycle_error": 5.781650543212891e-06 }, "full_covariance_gaussian": { "test_nll": 3.352746780780259, "sample_mmd": 0.002799742898649704 }, "five_component_gmm": { "test_nll": 2.5887062549591064, "sample_mmd": 0.00043558339810489954 } }, "training_history": [ { "training_step": 100, "training_nll": 2.974477767944336, "validation_nll": 3.012097120285034 }, { "training_step": 200, "training_nll": 2.768125295639038, "validation_nll": 2.759519100189209 }, { "training_step": 300, "training_nll": 2.7486166954040527, "validation_nll": 2.6988091468811035 }, { "training_step": 400, "training_nll": 2.6729800701141357, "validation_nll": 2.6116697788238525 }, { "training_step": 500, "training_nll": 2.523287534713745, "validation_nll": 2.579714298248291 }, { "training_step": 600, "training_nll": 2.5287487506866455, "validation_nll": 2.553705930709839 }, { "training_step": 700, "training_nll": 2.5176467895507812, "validation_nll": 2.56897234916687 }, { "training_step": 800, "training_nll": 2.5820188522338867, "validation_nll": 2.540039539337158 }, { "training_step": 900, "training_nll": 2.5383265018463135, "validation_nll": 2.5277373790740967 }, { "training_step": 1000, "training_nll": 2.48282527923584, "validation_nll": 2.535404682159424 }, { "training_step": 1100, "training_nll": 2.428791046142578, "validation_nll": 2.5110583305358887 }, { "training_step": 1200, "training_nll": 2.5302720069885254, "validation_nll": 2.50561261177063 }, { "training_step": 1300, "training_nll": 2.3884363174438477, "validation_nll": 2.4981091022491455 }, { "training_step": 1400, "training_nll": 2.4792046546936035, "validation_nll": 2.491697311401367 }, { "training_step": 1500, "training_nll": 2.419118881225586, "validation_nll": 2.463804244995117 }, { "training_step": 1600, "training_nll": 2.4760823249816895, "validation_nll": 2.4544918537139893 }, { "training_step": 1700, "training_nll": 2.3438639640808105, "validation_nll": 2.4196836948394775 }, { "training_step": 1800, "training_nll": 2.284365653991699, "validation_nll": 2.4094793796539307 }, { "training_step": 1900, "training_nll": 2.41039776802063, "validation_nll": 2.386476516723633 }, { "training_step": 2000, "training_nll": 2.343876361846924, "validation_nll": 2.371260166168213 }, { "training_step": 2100, "training_nll": 2.3377065658569336, "validation_nll": 2.371122121810913 }, { "training_step": 2200, "training_nll": 2.3578639030456543, "validation_nll": 2.3843414783477783 }, { "training_step": 2300, "training_nll": 2.361250400543213, "validation_nll": 2.374619960784912 }, { "training_step": 2400, "training_nll": 2.317490339279175, "validation_nll": 2.3640923500061035 }, { "training_step": 2500, "training_nll": 2.31643009185791, "validation_nll": 2.368194818496704 }, { "training_step": 2600, "training_nll": 2.295240640640259, "validation_nll": 2.3607025146484375 }, { "training_step": 2700, "training_nll": 2.38124942779541, "validation_nll": 2.3652212619781494 }, { "training_step": 2800, "training_nll": 2.3277204036712646, "validation_nll": 2.375239372253418 }, { "training_step": 2900, "training_nll": 2.340425491333008, "validation_nll": 2.3583223819732666 }, { "training_step": 3000, "training_nll": 2.306485176086426, "validation_nll": 2.3473105430603027 }, { "training_step": 3100, "training_nll": 2.2540557384490967, "validation_nll": 2.361114978790283 }, { "training_step": 3200, "training_nll": 2.2472634315490723, "validation_nll": 2.3361361026763916 }, { "training_step": 3300, "training_nll": 2.2850630283355713, "validation_nll": 2.3237645626068115 }, { "training_step": 3400, "training_nll": 2.372798442840576, "validation_nll": 2.346468448638916 }, { "training_step": 3500, "training_nll": 2.311044216156006, "validation_nll": 2.32955002784729 }, { "training_step": 3600, "training_nll": 2.2257301807403564, "validation_nll": 2.319716453552246 }, { "training_step": 3700, "training_nll": 2.2926011085510254, "validation_nll": 2.323981285095215 }, { "training_step": 3800, "training_nll": 2.2168548107147217, "validation_nll": 2.305316925048828 }, { "training_step": 3900, "training_nll": 2.2342185974121094, "validation_nll": 2.3181967735290527 }, { "training_step": 4000, "training_nll": 2.3150432109832764, "validation_nll": 2.279649257659912 } ] }