Add xLSTM-Mixer results

results/xLSTM-Mixer/all_results.csv

@@ -0,0 +1,98 @@
+dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates
+car_parts/M/short,xLSTM-Mixer,1.3090908848243168,1.3090908848243168,0.5030945503839984,0.9024433846189117,0.7795546352239273,1.8606200863739497,13.504348002767681,1.1441550964901204,2.7435665534505054,1.2063691241606742,1.0582473276320692,Sales,1
+hierarchical_sales/W/short,xLSTM-Mixer,420.0871540651483,420.0871540651483,9.041981066687633,0.7478319384022623,0.5435999916207379,0.476607718710172,8.96592367888471,20.496027763084932,0.9409826599560921,0.41512177353353313,0.3601043843307868,Sales,1
+hierarchical_sales/D/short,xLSTM-Mixer,28.747154040926002,28.747154040926002,2.3314967243372777,0.7647522867228026,0.6245550960250786,1.0358640660526044,7.701123344877241,5.361637253761765,1.6448909329033607,0.7152773752580089,0.5883420864482761,Sales,1
+us_births/W/short,xLSTM-Mixer,2238128.0,2238128.0,1194.7433035714287,1.0860558207591045,0.016112481909138814,0.01617054428373064,47.66901438906672,1496.0374326867627,0.020308561455631573,0.0162185231961137,0.013132416030881824,Healthcare,1
+us_births/D/short,xLSTM-Mixer,105532.66666666667,105532.66666666667,212.5298828125,0.31346398350396215,0.020483808517456056,0.020321019490559897,2.964296475487072,324.85791766042377,0.030452793710709143,0.019922951933145163,0.01626929874381338,Healthcare,1
+us_births/M/short,xLSTM-Mixer,14875248.0,14875248.0,3149.4518229166665,0.3561632365498489,0.009756327917178472,0.009754804273446402,2.6502980639038314,3856.84430590606,0.011979332118511946,0.009782175889287908,0.0077304704818990135,Healthcare,1
+solar/W/short,xLSTM-Mixer,1038108.0656934306,1038108.0656934306,794.3018718635949,0.8661709014343238,0.1718543741824853,0.1592843445548176,10.512846205039212,1018.8758833603977,0.2079780409481077,0.16213687057422635,0.13635783881656743,Energy,1
+solar/D/short,xLSTM-Mixer,104918.42335766423,104918.42335766423,237.68281820255476,0.9275265555315503,0.9610215681312728,0.4184002247459987,5.108782060118507,323.91113497017085,0.4679412799021066,0.34337072780991507,0.267636083269292,Energy,1
+solar/10T/short,xLSTM-Mixer,21.49350600787903,21.49350600787903,2.012616534824789,0.8722258158647247,4.9797367400971035,1.5173966660696805,7.919026116430207,4.6361089296822,1.3486435622806805,0.585469921910822,0.4925914504709459,Energy,1
+solar/10T/medium,xLSTM-Mixer,21.166719631303916,21.166719631303916,1.9675955458727328,0.856219133882744,4.343284939753427,1.4492305979215052,5.136863483174339,4.600730336729584,1.0209203670260816,0.4366172802640708,0.33960620669945707,Energy,1
+solar/10T/long,xLSTM-Mixer,21.288989000405515,21.288989000405515,1.9168527125152068,0.8338748282584149,4.39608522299586,1.443000160622162,4.8452574803847845,4.61399924148298,0.9972421137598337,0.4142970448734928,0.32548706098839186,Energy,1
+solar/H/short,xLSTM-Mixer,695.2913265142784,695.2913265142784,11.550356434682739,0.8879679036607947,5.056878523214533,1.4058384080171809,4.973563273725097,26.368377396310876,0.9719471740768357,0.425749985580862,0.3318150323843736,Energy,1
+solar/H/medium,xLSTM-Mixer,820.4154577250608,820.4154577250608,12.244652310485098,0.9284325898365615,6.236494850712302,1.4073526943977153,5.43794401901163,28.642895414483863,1.0317839721683277,0.4410809667078507,0.34356307317551305,Energy,1
+solar/H/long,xLSTM-Mixer,818.4104141321978,818.4104141321978,13.421718338148825,1.0216348018249524,9.413687275501765,1.4159999132736465,5.231314824112916,28.607873289222283,0.9918872231522707,0.46535549139802074,0.3609977557032887,Energy,1
+electricity/D/short,xLSTM-Mixer,2513564012.820757,2513564012.820757,5465.714315315316,1.7652480380227566,0.5833048407595778,0.12579410862278295,21.063645960503248,50135.45664318574,0.8238920549233522,0.08981983810216625,0.07405474399175199,Energy,1
+electricity/W/short,xLSTM-Mixer,86244020675.11351,86244020675.11351,35075.457713963966,1.7442723163225893,0.25734118182232324,0.11996274295153919,18.42253105066406,293673.3230566125,0.6700656148331801,0.08003062005782438,0.06442243013558806,Energy,1
+electricity/15T/short,xLSTM-Mixer,184008.42838154561,184008.42838154561,67.09345579954955,1.250187094226151,0.2224599573150583,0.20399247813869167,16.99052591573704,428.96203606093815,0.8455687500068096,0.13225442996079706,0.11377769290988418,Energy,1
+electricity/15T/long,xLSTM-Mixer,362264.96041385137,362264.96041385137,65.66408072916667,1.0163204415191907,0.19181273710588514,0.1612049482649153,9.699410311785527,601.8845075376599,0.949546617217392,0.10359313946150812,0.08562628560270961,Energy,1
+electricity/H/long,xLSTM-Mixer,6933240.951687688,6933240.951687688,295.15791854354353,1.4006503061168776,0.4040925314806805,0.1771835761542793,14.007471593488733,2633.104812134847,1.0384957757074669,0.11641019763492079,0.09542343210415181,Energy,1
+electricity/15T/medium,xLSTM-Mixer,264585.66808502254,264585.66808502254,60.034273595861485,0.9849085368863463,0.18141690625490062,0.16187459859762107,9.65320766448979,514.3789148915637,0.8863266456116942,0.103445096207281,0.085440459423351,Energy,1
+bitbrains_fast_storage/5T/short,xLSTM-Mixer,1636964.9417956087,1636964.9417956087,166.33659605757177,1.1520584286888411,2.381287625480112,0.7303779723535063,19.008111422691908,1279.439307585791,4.017122975639783,0.5222557707511892,0.40656882761444024,Web/CloudOps,2
+electricity/H/short,xLSTM-Mixer,1492514.3456024774,1492514.3456024774,181.83079484269425,1.037050593551154,0.31550757726688566,0.14598514496743142,13.26915314160423,1221.6850435371948,0.5767225851467638,0.08583712030831356,0.07303304395002409,Energy,1
+electricity/H/medium,xLSTM-Mixer,6383668.832601352,6383668.832601352,268.97976932010135,1.2442632846161077,0.33887354630830324,0.16034637605821764,12.469510972038972,2526.59233605292,0.9862122469837552,0.10499166759476514,0.08709879257768377,Energy,1
+hospital/M/short,xLSTM-Mixer,3073.9198989569754,3073.9198989569754,19.392369104125923,0.8142524412031868,0.22299956612253335,0.18626777320672822,16.87909253701953,55.44294273356146,0.20127075675972972,0.07039880303086328,0.06286870305570816,Healthcare,1
+bitbrains_fast_storage/5T/medium,xLSTM-Mixer,2542755.716979079,2542755.716979079,270.8545370802788,1.604290613469785,3.408032405522072,0.896536373201042,43.35690387220296,1594.6020559936196,4.844841302223767,0.8229308642923787,0.6367968069166179,Web/CloudOps,2
+bitbrains_fast_storage/5T/long,xLSTM-Mixer,3228637.9913132,3228637.9913132,323.20629088756283,1.6800679267488197,2.9826060807407258,0.9345967249405688,23.866486025418816,1796.841114654604,4.748514510359813,0.8541377140149549,0.7180349660655163,Web/CloudOps,2
+bitbrains_fast_storage/H/short,xLSTM-Mixer,2346232.6759375883,2346232.6759375883,278.7959850996924,1.5445710156771428,4.185333759281022,0.6561348067261575,25.902509480791444,1531.7417131937057,4.365961477554519,0.794659125985551,0.5798266081420145,Web/CloudOps,2
+sz_taxi/15T/short,xLSTM-Mixer,17.555792243780527,17.555792243780527,2.842215513571715,0.5695924314291132,884907313506.7827,0.4126540243407309,4.408793544302494,4.189963274753196,0.3917794995703419,0.2657593154307013,0.2104269288947753,Transport,1
+sz_taxi/15T/medium,xLSTM-Mixer,17.462999131944443,17.462999131944443,2.88266846746461,0.5645964671300953,11198342566833.963,0.4146930009890825,4.330537482677258,4.178875342953465,0.38891408726887183,0.26828040654842783,0.21586544081459094,Transport,1
+sz_taxi/15T/long,xLSTM-Mixer,18.289436431623933,18.289436431623933,3.0750399945468305,0.5836751384479797,8897144058312.23,0.4375622262981882,8.583760334489929,4.276615067038876,0.3958358522101578,0.28462020961464723,0.23002680866332056,Transport,1
+bizitobs_l2c/5T/short,xLSTM-Mixer,15.560067894345238,15.560067894345238,2.3272341773623513,0.24059934666267835,0.12059001633346875,0.19167442321777345,2.46497079321447,3.9446251906036953,0.13547439568313632,0.079926641583672,0.06637708011275892,Web/CloudOps,7
+bizitobs_l2c/5T/medium,xLSTM-Mixer,48.84644982993197,48.84644982993197,4.446133609693877,0.45769994987371426,0.3661583337858384,0.594612962372449,3.8808087054099767,6.989023524780266,0.3677254154453787,0.23393201109617745,0.19054911945904462,Web/CloudOps,7
+bizitobs_l2c/5T/long,xLSTM-Mixer,54.59717261904762,54.59717261904762,4.818187934027778,0.4898392579666989,0.38523270226878176,0.6863716827876984,3.7435611398191537,7.388989959327839,0.4148807396564253,0.2705340492917587,0.21779808389890243,Web/CloudOps,7
+bizitobs_l2c/H/short,xLSTM-Mixer,51.18578714037698,51.18578714037698,4.709080771794395,0.48737246832138004,0.5542949795437088,0.6256941538008433,3.7892921976000515,7.154424305307659,0.38564183313094685,0.25383154027490834,0.1957944989397356,Web/CloudOps,7
+bizitobs_l2c/H/medium,xLSTM-Mixer,67.6580822172619,67.6580822172619,5.17023693266369,0.520790295098905,0.6284847024607668,0.7588110060918899,4.526117542149557,8.22545331378532,0.49806369189582655,0.3130656994117177,0.2521358462238879,Web/CloudOps,7
+sz_taxi/H/short,xLSTM-Mixer,7.6962582840878735,7.6962582840878735,1.9220321524856436,0.5868201434965089,0.9948896994957557,0.30888866359352046,4.710455145351472,2.774213092768447,0.25843507522859455,0.1790491599993556,0.14393056592502423,Transport,1
+bizitobs_l2c/H/long,xLSTM-Mixer,97.78001612103175,97.78001612103175,7.0328272259424605,0.7465758454451291,1.1097633651439807,0.7991431826636904,9.316347817493059,9.888377830616696,0.6040106575099884,0.42958538494991233,0.34273832732556736,Web/CloudOps,7
+jena_weather/D/short,xLSTM-Mixer,410.2938988095238,410.2938988095238,10.982314143105159,1.7805581297777973,1.6074673157254653,0.5282246907552083,22.0360552501372,20.255712745038714,0.12197249715252424,0.06613148090165911,0.05856120990215999,Nature,21
+jena_weather/10T/short,xLSTM-Mixer,841.9650793650794,841.9650793650794,6.424024987599206,0.32878954248288295,0.4688900231414494,0.5628389873201884,4.042545629251149,29.016634528578248,0.18022968147332957,0.03990124961429993,0.03454537611253848,Nature,21
+jena_weather/10T/medium,xLSTM-Mixer,1276.2103896103897,1276.2103896103897,9.98548318001443,0.6989418553410285,1.107985103057808,0.6657796576253607,6.7406879620158895,35.724086966784604,0.2192380867314258,0.06128073278711535,0.050746873778934415,Nature,21
+jena_weather/10T/long,xLSTM-Mixer,1339.110582010582,1339.110582010582,10.029196635251322,0.7034930774507729,1.0886829494098325,0.653090251942791,8.303305290825541,36.59385989494115,0.22392410350000225,0.06137037393216765,0.05238509358696487,Nature,21
+jena_weather/H/short,xLSTM-Mixer,1055.654344193818,1055.654344193818,8.934890122441521,0.5765735293927284,1.7051230786654374,0.6299955516231986,6.091493980595372,32.490834772191036,0.19916674143404967,0.05477030563342313,0.04549523479105985,Nature,21
+jena_weather/H/medium,xLSTM-Mixer,1184.2864087301587,1184.2864087301587,11.053494698660714,0.8473068876486645,3.0987606977902553,0.6784102182539683,8.908747612176624,34.41346260884189,0.21058206505806656,0.06763828930002277,0.05488695889948214,Nature,21
+jena_weather/H/long,xLSTM-Mixer,1267.2126984126985,1267.2126984126985,14.213711144179895,1.223430584015947,7.9024375503626105,0.7142744760664682,22.104181647151897,35.59793109736433,0.214339006406447,0.085582297343604,0.07002697297126292,Nature,21
+m4_yearly/A/short,xLSTM-Mixer,3227819.7871216736,3227819.7871216736,814.8882964506072,2.983798263240972,0.16014203230747512,0.1330535787163579,38.38787934144634,1796.6134217247943,0.28809528908893434,0.13067111516719393,0.11214969271919809,Econ/Fin,1
+m4_hourly/H/short,xLSTM-Mixer,1077932.1222826086,1077932.1222826086,263.8721336082176,3.344093665626611,0.4963328657902765,0.25398920584416046,25.488007568623914,1038.2350997161523,0.14174202655669532,0.03602437538443198,0.030174955223969353,Econ/Fin,1
+bizitobs_service/10S/short,xLSTM-Mixer,4420.350740740741,4420.350740740741,24.010808531746033,1.3294919144068744,0.2879023847630415,0.10227424581214864,14.817229875016531,66.48571832161205,0.049254746592970265,0.017787974915193846,0.015015403812166863,Web/CloudOps,2
+m4_monthly/M/short,xLSTM-Mixer,1917944.1969560185,1917944.1969560185,571.3057212999132,0.9784021264040583,0.16182981106970046,0.13333318744765388,10.404589434909356,1384.8986233497449,0.28782947602392994,0.11873694120186856,0.10055737351673073,Econ/Fin,1
+bizitobs_service/10S/medium,xLSTM-Mixer,34332.75174603175,34332.75174603175,42.534553571428575,1.2238973033227636,0.17751929873511904,0.10111889067150298,19.8006897925698,185.29099208011098,0.13945435038226991,0.03201250352493594,0.02885613529906213,Web/CloudOps,2
+bitbrains_rnd/5T/short,xLSTM-Mixer,1216118.1248422898,1216118.1248422898,113.44668822614177,2.014678469300612,1.1416828731117952,0.6830046939080144,60.24823612894399,1102.7774593463043,4.512247035387541,0.46419110064725355,0.3951803446757601,Web/CloudOps,2
+bizitobs_service/10S/long,xLSTM-Mixer,130594.02497354498,130594.02497354498,73.69123677248677,1.380347455122025,0.16322871455439814,0.11429633246527778,27.68302186744627,361.3779530817354,0.2677203406057215,0.05459282405068263,0.0518160513269081,Web/CloudOps,2
+bitbrains_rnd/5T/medium,xLSTM-Mixer,2117319.067788678,2117319.067788678,159.405586056821,5.16757957957734,2.570218004064394,0.8558369832038596,180.81512457179005,1455.101050713894,6.122352061547271,0.6707005798245557,0.6134957852154741,Web/CloudOps,2
+bitbrains_rnd/5T/long,xLSTM-Mixer,2230679.6638839343,2230679.6638839343,163.8518266310325,3.768747895664321,0.8302652052752273,0.7833970106671007,125.37750041397204,1493.546003270048,5.721438371831344,0.6276794461830465,0.6204646680442245,Web/CloudOps,2
+bitbrains_rnd/H/short,xLSTM-Mixer,1639580.206811304,1639580.206811304,144.6232997048293,6.181453521825273,1.1070171854423583,0.61844212744355,221.76809604340917,1280.460935292953,5.603923525678548,0.6329423172849313,0.5891727380150137,Web/CloudOps,2
+kdd_cup_2018/D/short,xLSTM-Mixer,2627.1230529789214,2627.1230529789214,19.88271243464908,1.1764799532187793,0.5731247194793537,0.44922817982814994,11.797385689287214,51.25546851779741,1.148176950940339,0.4453938828344158,0.3687901889245506,Nature,1
+kdd_cup_2018/H/short,xLSTM-Mixer,4731.34205080619,4731.34205080619,24.695972944779733,1.0212562281066062,1.1060074768574013,0.5258321428853638,8.256752499038733,68.78475158642495,1.4397894246594032,0.5169314398539744,0.4197649308293398,Nature,1
+kdd_cup_2018/H/medium,xLSTM-Mixer,4951.027078497365,4951.027078497365,24.71140263056566,1.034879154564373,1.052541747160774,0.548794621321053,8.803356099819824,70.36353514781193,1.4728361784404789,0.5172543951614987,0.418684208307097,Nature,1
+kdd_cup_2018/H/long,xLSTM-Mixer,3996.9082725962467,3996.9082725962467,24.002929395700164,1.0225517908996742,1.1429416240587185,0.6053678530553709,8.492814208069538,63.22110622724223,1.4834225900403444,0.5632057048280829,0.4545284330441431,Nature,1
+ett2/W/short,xLSTM-Mixer,9730923.42857143,9730923.42857143,2382.190848214286,1.8128512051280425,0.2981648785727365,0.4047889028276716,149.1972229121539,3119.4428073890745,0.2616733785705616,0.1998292535370582,0.18963874168927936,Energy,7
+ett2/D/short,xLSTM-Mixer,96646.5142857143,96646.5142857143,186.59202628968254,1.1890798049701246,0.35495469835069443,0.1239653814406622,12.325586535665433,310.8802249833757,0.17792493485146071,0.10679152758323289,0.08515793861692439,Energy,7
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results/xLSTM-Mixer/config.json

@@ -0,0 +1,8 @@
+{
+    "model": "xLSTM-Mixer",
+    "model_type": "deep-learning",
+    "model_dtype": "float32",
+    "model_link": "https://github.com/mauricekraus/xlstm-mixer",
+    "org": "AIML Lab @ TU Darmstadt",
+    "testdata_leakage": "No"
+}