autogluon/fev-bench

1Task name,TimesFM-3,Toto-2.0-2.5B,Toto-2.0-1B,Chronos-2,Toto-2.0-313m,t0-beta,TiRex-2,Toto-2.0-22m,TiRex,TimesFM-2.5,TabPFN-TS-3,TS-ICL,FlowState,TabPFN-TS,citras-fm,Toto-1.0,Toto-2.0-4m,Moirai-2.0,Chronos-Bolt,Sundial-Base,CatBoost,LightGBM,TFT,Stat. Ensemble,PatchTST,DeepAR,AutoETS,AutoARIMA,AutoTheta,Naive,Seasonal Naive,Drift2ETT_15T,0.1120932975838947,0.1093204188,0.1096413526,0.1128598566,0.1102235484,0.1175053111272443,0.1138016979470881,0.1133056087,0.1158377721,0.1167248716,0.1277055473232923,0.1167988497854641,0.1134573436,0.1222164234,0.1196766644716262,0.1215191215,0.1165488051,0.1146202501,0.1146202501,0.1157490913,0.1333792316,0.1398110393,0.1328079771,0.1473227956,0.1186695699,0.1393924813,0.2089927319,0.1473227956,0.1327521247,0.202845638,0.1473227956,0.20949134943ETT_1D,0.33021807396844,0.3394552275,0.3280857838,0.3210531483,0.3158326952,0.3125553195733399,0.3420415583929304,0.3229389383,0.3280948975,0.3321509522,0.3355526428793763,0.336973084343904,0.371841069,0.3527269384,0.3341167665485825,0.3405863591,0.3352292924,0.3275848036,0.3275848036,0.3646975075,0.363591792,0.3295882514,0.4094091823,0.3275626731,0.3795980344,0.3918615035,0.3392487668,0.3554786791,0.3405146072,0.3361394622,0.3566862672,0.34561739524ETT_1H,0.2319908214825225,0.2437576175,0.2445032078,0.2467289659,0.2424597287,0.2352567195685284,0.2435291723788384,0.2442280412,0.2477475434,0.2452016068,0.2587453255658147,0.2430097352049371,0.2500971646,0.2535823447,0.2455185163766145,0.243451935,0.2487794037,0.2464663105,0.2464663105,0.2547681354,0.2780071237,0.2765730893,0.2644368017,0.262127553,0.2656204862,0.2659028279,0.3240313317,0.2729976741,0.2708169586,0.338907016,0.2864224587,0.35174381995ETT_1W,0.5144633519481202,0.5067147578,0.5190302288,0.5228870836,0.5174044067,0.5390664993299865,0.5070306021870257,0.4859628314,0.4771292578,0.4956519363,0.520022349394661,0.4906025190469652,0.511936006,0.5145717291,0.4702526360750198,0.4957755585,0.4687525665,0.4599850641,0.4599850641,0.5208597481,0.6083512742,0.5222573649,0.4680254205,0.4587044315,0.4445193222,0.4762920601,0.4551568284,0.5033163587,0.4891462915,0.3963209978,0.3963209978,0.44518342526LOOP_SEATTLE_1D,0.0353309274966876,0.0359374356,0.0360972337,0.0363369958,0.0363307562,0.0345674374886897,0.0361705093999902,0.0367073286,0.0367103026,0.0359623256,0.0357774658359257,0.0371656743508182,0.0356744821,0.0366289483,0.0373263435438275,0.038823438,0.0392369505,0.0373221389,0.0373221389,0.0372882528,0.0458887833,0.0451010422,0.0392690751,0.0378798347,0.0418140235,0.0437190303,0.0379914598,0.0375884529,0.038968802,0.0786971631,0.0445690594,0.08911253227LOOP_SEATTLE_1H,0.0591372056544201,0.06816517,0.0673969781,0.0681990332,0.0673099319,0.070169562724238,0.0699688610860717,0.0706625336,0.0704373399,0.0643115029,0.0713651283937751,0.0678358430001879,0.0683908426,0.0716520886,0.072775726,0.0749549385,0.0795993086,0.07979342,0.07979342,0.077676107,0.0786934855,0.0759691767,0.0699971461,0.1021083959,0.0742517529,0.0772867588,0.1460618878,0.1129810625,0.1024438366,0.1526884162,0.1172784963,0.17587165378LOOP_SEATTLE_5T,0.0746668739367308,0.0772399432,0.0744810165,0.0736883423,0.0753441604,0.0781440752836429,0.075582190228459,0.0740519529,0.0750445002,0.0792618448,0.0962011672777523,0.0853315711988068,0.0811139788,0.0815252506,0.097470926,0.0756154473,0.0750912871,0.0886344944,0.0886344944,0.0829992138,0.092754854,0.093645715,0.0754857662,0.1069220741,0.0820779495,0.0755048556,0.1085262701,0.1080897003,0.1108838339,0.1121638606,0.0883255612,0.13017152259M_DENSE_1D,0.0863853639909092,0.1011238143,0.0983824779,0.083318119,0.1019439018,0.0926643395458682,0.105684471106762,0.1071643367,0.0993285481,0.0935403827,0.093351624720203,0.1024207068536762,0.0944414084,0.0967641323,0.094621335,0.1091491666,0.1124073754,0.0985291558,0.0985291558,0.0968305223,0.0981694563,0.0957110479,0.0882527837,0.1192791435,0.124360167,0.1251160023,0.1300925918,0.1260855301,0.1322432979,0.1969771493,0.1419847532,0.200691660910M_DENSE_1H,0.1279704230870292,0.1426968956,0.1446259812,0.1462710002,0.1439970149,0.1409031518683173,0.1505291984648664,0.1511157635,0.1467316923,0.1379960554,0.1440050897051253,0.1395241934878755,0.1431459855,0.1612682207,0.1491491481661796,0.1533336131,0.1835893874,0.146687637,0.146687637,0.1584326059,0.1423458068,0.146969784,0.1435627361,0.2484246657,0.1484567094,0.1441513556,0.3140071828,0.2454276024,0.2921647739,0.6536297205,0.2611668877,0.707449178711SZ_TAXI_15T,0.2389268679361323,0.2399044971,0.2395844008,0.2391328625,0.2394940953,0.2392071664714086,0.2407664077202322,0.2417945176,0.2404616798,0.2409728498,0.2427411944683499,0.2417257971979801,0.2421101707,0.2510481419,0.2441583424806594,0.2440836698,0.2432725185,0.2437216353,0.2437216353,0.245247978,0.2575205425,0.2672559373,0.2487469595,0.3343059967,0.2450097222,0.2486180086,0.3189421009,0.3343059967,0.2728340265,0.3568555375,0.3343059967,0.366990724612SZ_TAXI_1H,0.1646370202624492,0.1607278219,0.1612936025,0.1627460048,0.1600338345,0.1703042489823699,0.1625038958972551,0.1626474037,0.1678203544,0.1730356132,0.1673777185967798,0.1660322526920796,0.178433196,0.1876738885,0.1760067790746688,0.1653456491,0.1660172808,0.1713460045,0.1713460045,0.2091502994,0.2283900294,0.2222432054,0.3066544503,0.1850999182,0.2866523282,0.2024572254,0.6624498779,0.2079726255,0.2595271883,0.246570508,0.2122471743,0.290869659913australian_tourism,0.0994888445942915,0.0991654326,0.1031427947,0.0905689129,0.1024777689,0.122309427171133,0.1026847340238297,0.1217966059,0.1068701122,0.0948839244,0.0926205644584735,0.1296260450010194,0.1159215245,0.0928173902,0.1065569445490837,0.1336289898,0.1434159682,0.1308895306,0.1434193129,0.0969211906,0.1127308859,0.114470018,0.1075350294,0.0957876079,0.1212877223,0.1476027155,0.0970392975,0.1101633592,0.1052965868,0.1803925375,0.1130525186,0.199330700914bizitobs_l2c_1H,0.2971570439227129,0.2649811358,0.2830118331,0.3308650646,0.2740413015,0.322545941901449,0.3419541584799565,0.3194207955,0.4282031108,0.3901138188,0.3647902085633162,0.4132245014359479,0.3943252864,0.3722320029,0.3792306074689674,0.5398329498000001,0.3887154792,0.4081446067,0.4081446067,0.4650631395,0.4824019412,0.6596941904,1.3378529006,1.3223615306,0.4125489479,0.6359198922,1.2847489361,1.7735276670000002,1.398048772,1.3024706114,2.2812914149,1.315156949515bizitobs_l2c_5T,0.2965464564696126,0.6019642518,0.7084742741000001,0.4957355787,0.8028948850000001,0.7863008800109673,1.378629463525534,1.0151896199,1.413578143,0.905720177,0.370571949725277,1.2459474437610525,0.4191976395,1.112724066,1.377472644971983,1.2217795091,1.1670127242,1.3254390424,1.3254390424,0.6893105085,1.2816541813,1.2750427235,1.2322213455,1.3437154865,0.3737477456,1.9203846303,1.3366882038,1.5979523955,1.6561117474,1.2818957178,2.2837712309,1.826910360616boomlet_1062,0.5671038662289672,0.5602131899,0.5601008306,0.5680818423,0.5608505135,0.569372556969821,0.578190356789373,0.5647496388000001,0.5749673408,0.5789273604,0.5680465301565842,0.5733035235134585,0.649406926,0.583171597,0.5957806474279055,0.5680448784000001,0.5662882778,0.5945871025,0.6012691405,0.6355941124000001,0.6947080193,0.7310192876,0.5815261981000001,0.7826401260000001,0.5868247902,0.6281684175000001,0.8238335331000001,0.7457671709,0.838659141,1.002939936,0.8355847054000001,1.099010498617boomlet_1209,0.2871072670621588,0.2753789474,0.2758636728,0.3048900987,0.2768972005,0.2906477521305527,0.3133542134417375,0.2819311969,0.3234299182,0.3045249199,0.3248116366226868,0.3145857443071623,0.3069784641,0.378539641,0.3269036029638746,0.2916395772,0.2956766258,0.3292905567,0.3271624691,0.3340434651,0.3974305497,0.4040311763,0.3266866348,0.4339859429,0.3209838453,0.4049670646,0.4784097795,0.4278108937,0.4562012457,0.4388518195,0.4784097795,0.511015302618boomlet_1225,0.1210888881589977,0.1187701136,0.1189267292,0.1220172782,0.1190632458,0.1248133376692648,0.1224017387752072,0.1199806027,0.1230602606,0.124231222,0.1301235219108324,0.1254952099009803,0.1366057007,0.1347378215,0.1265660038740583,0.1206674926,0.1220553664,0.1278310668,0.133129479,0.1333109416,0.1300694606,0.1335584833,0.1353752748,0.1538434969,0.1236211332,0.1255504423,0.1598025896,0.1446868769,0.1596047964,0.195260352,0.195260352,0.198876831519boomlet_1230,0.2917740621065117,0.2839644302,0.282637063,0.3054680901,0.2826603804,0.295891869952171,0.3103507235948754,0.2865913906,0.3117769112,0.2999179446,0.3264794909812402,0.3122782230847131,0.3025436964,0.3451734839,0.3214600342938312,0.2906921267,0.2930834114,0.3094188718,0.3241073904,0.3178766378,0.3315908089,0.3572037361,0.323976894,0.3894998992,0.3215473803,0.4068682543,0.4274646375,0.3998710702,0.4040077097,0.391246969,0.4654206113,0.450481918620boomlet_1282,0.3331467952660208,0.3421015963,0.3418121068,0.3551724804,0.3326308737,0.350554318282115,0.3457789419746395,0.3476774543,0.3447100916,0.341846609,0.3490272096780865,0.3640363264996674,0.3666828666,0.3455212249,0.3633551782203306,0.3441524006,0.3482339761,0.3639267579,0.3918061865,0.360391448,0.4901192771,0.5002534195,0.3595750445,0.4329732175,0.3477719231,0.3511681227,0.4705070133,0.4049750819,0.4717626296,0.5673586451,0.5673586451,0.581516709121boomlet_1487,0.1951027913371137,0.1799236896,0.1809128523,0.2009541891,0.1818382742,0.1946173552394076,0.2055547715125545,0.1907900428,0.2042655855,0.1978987699,0.2113614719506857,0.2060032164398926,0.1991484874,0.237766095,0.2118269638399835,0.1895179595,0.2026428062,0.2079859225,0.2074861594,0.2194652483,0.2090217151,0.2479427342,0.235078835,0.2612758557,0.2650068248,0.2404912221,0.261441788,0.2590437585,0.270651306,0.2881606103,0.2823812789,0.336134246322boomlet_1631,0.3137391686503914,0.3062241803,0.3065804129,0.3118222283,0.3079245165,0.3173080142463384,0.3199511554068771,0.3131809945,0.3227136563,0.3155328261,0.3371049845228359,0.3258936159866824,0.3220048824,0.3561001565,0.3269643147930037,0.3156276945,0.3163039351,0.3229502886,0.3246407646,0.3276903199,0.3409899959,0.3811041731,0.3393196526,0.3432863772,0.3312184623,0.3356006011,0.3481223866,0.3495776854,0.3499573975,0.3828907336,0.4303123068,0.395678851123boomlet_1676,0.3147755429098723,0.3092046964,0.3118296981,0.3237391089,0.3111644961,0.3150263203166631,0.3177720546676763,0.3138007667,0.3219743377,0.3195228016,0.3299388012031961,0.3233659247088032,0.3230813822,0.3407874083,0.337552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