hyperparam_sweep_summary.csv

paradigm,dataset,warmup_trials,window_size,finetune_epochs,zs_accuracy,cft_accuracy,delta_accuracy
MI,Yang2025,0,100,1,0.8040451319,0.85004223,0.0459970981
MI,Yang2025,0,100,3,0.8182363578,0.852742954,0.03450659625
MI,Yang2025,0,100,6,0.8203301303,0.8555658753,0.03523574498
MI,Yang2025,0,10,1,0.8241527536,0.8377509307,0.01359817708
MI,Yang2025,0,10,3,0.8220611624,0.8365743471,0.0145131847
MI,Yang2025,0,10,6,0.8241544315,0.8401110138,0.01595658236
MI,Yang2025,0,20,1,0.8250018958,0.8404335243,0.01543162844
MI,Yang2025,0,20,3,0.8216007904,0.8432754356,0.02167464524
MI,Yang2025,0,20,6,0.8207553007,0.8421054682,0.02135016747
MI,Yang2025,0,50,1,0.8082945702,0.8435379842,0.035243414
MI,Yang2025,0,50,3,0.8276719532,0.8516752961,0.02400334292
MI,Yang2025,0,50,6,0.8153559192,0.8506339901,0.03527807088
MI,Yang2025,10,100,1,0.8378401369,0.8773124606,0.03947232371
MI,Yang2025,10,100,3,0.8228796838,0.8527890959,0.0299094121
MI,Yang2025,10,100,6,0.8198400236,0.8546212483,0.03478122469
MI,Yang2025,10,10,1,0.8406354441,0.8629793653,0.02234392118
MI,Yang2025,10,10,3,0.8228049626,0.8384781042,0.01567314164
MI,Yang2025,10,10,6,0.8118613614,0.8328842861,0.02102292471
MI,Yang2025,10,20,1,0.8186307566,0.8389616105,0.0203308539
MI,Yang2025,10,20,3,0.8201020449,0.84344391,0.02334186502
MI,Yang2025,10,20,6,0.8213704954,0.8401412706,0.01877077516
MI,Yang2025,10,50,1,0.8222987949,0.8430772019,0.02077840695
MI,Yang2025,10,50,3,0.8234698001,0.8513189449,0.02784914479
MI,Yang2025,10,50,6,0.8055152755,0.8514175321,0.04590225657
MI,Yang2025,20,100,1,0.8210871243,0.8511890036,0.0301018793
MI,Yang2025,20,100,3,0.8053308591,0.8523007586,0.04696989952
MI,Yang2025,20,100,6,0.8213072266,0.8531821353,0.0318749087
MI,Yang2025,20,10,1,0.8230410081,0.8373287335,0.01428772536
MI,Yang2025,20,10,3,0.8131045989,0.8377208748,0.02461627595
MI,Yang2025,20,10,6,0.8247054793,0.8352706787,0.01056519944
MI,Yang2025,20,20,1,0.8256220642,0.8414785101,0.01585644585
MI,Yang2025,20,20,3,0.8024060262,0.8417426893,0.03933666307
MI,Yang2025,20,20,6,0.8238568045,0.8419700274,0.01811322281
MI,Yang2025,20,50,1,0.825359413,0.8444211082,0.01906169514
MI,Yang2025,20,50,3,0.8168964078,0.8499805127,0.03308410489
MI,Yang2025,20,50,6,0.8222229217,0.8509560678,0.02873314611
MI,Yang2025,50,100,1,0.8215101205,0.8461885656,0.0246784451
MI,Yang2025,50,100,3,0.8020255671,0.8522325427,0.05020697561
MI,Yang2025,50,100,6,0.8123983565,0.850645668,0.03824731153
MI,Yang2025,50,10,1,0.8237775011,0.8365362426,0.01275874147
MI,Yang2025,50,10,3,0.780162582,0.8295482019,0.0493856199
MI,Yang2025,50,10,6,0.8178153006,0.8354326455,0.01761734483
MI,Yang2025,50,20,1,0.8222893631,0.8389937555,0.01670439246
MI,Yang2025,50,20,3,0.777078124,0.836513697,0.05943557297
MI,Yang2025,50,20,6,0.8165082337,0.8417755876,0.02526735393
MI,Yang2025,50,50,1,0.8209469785,0.8434062742,0.02245929578
MI,Yang2025,50,50,3,0.7842785785,0.8422335308,0.05795495231
MI,Yang2025,50,50,6,0.811329988,0.8439571278,0.03262713976
MI,Yang2025,5,100,1,0.8212119353,0.8488983416,0.02768640631
MI,Yang2025,5,100,3,0.8244020618,0.859079668,0.03467760625
MI,Yang2025,5,100,6,0.8187705235,0.8519471113,0.03317658779
MI,Yang2025,5,10,1,0.824501707,0.8390737376,0.01457203059
MI,Yang2025,5,10,3,0.822813676,0.8384738337,0.01566015768
MI,Yang2025,5,10,6,0.8487086853,0.8640507488,0.01534206352
MI,Yang2025,5,20,1,0.8223036489,0.8401094226,0.01780577369
MI,Yang2025,5,20,3,0.8255387358,0.8453435333,0.01980479747
MI,Yang2025,5,20,6,0.8208724157,0.8380451069,0.01717269119
MI,Yang2025,5,50,1,0.8238919087,0.8436371223,0.01974521364
MI,Yang2025,5,50,3,0.8208182387,0.8506320161,0.02981377744
MI,Yang2025,5,50,6,0.8190881804,0.8743156168,0.05522743636
P300,BI2015a,0,100,1,0.6450435292,0.7457047775,0.1006612483
P300,BI2015a,0,100,3,0.6454433143,0.7449881143,0.09954480005
P300,BI2015a,0,100,6,0.6428393092,0.7427486118,0.09990930263
P300,BI2015a,0,10,1,0.6448413045,0.7177873676,0.07294606312
P300,BI2015a,0,10,3,0.6440186847,0.7307843825,0.08676569778
P300,BI2015a,0,10,6,0.6405760103,0.7265957768,0.08601976656
P300,BI2015a,0,20,1,0.6404520503,0.7239709867,0.08351893637
P300,BI2015a,0,20,3,0.6470057884,0.7346316502,0.08762586177
P300,BI2015a,0,20,6,0.6420813956,0.7299945491,0.08791315346
P300,BI2015a,0,50,1,0.6418746331,0.7334534606,0.09157882744
P300,BI2015a,0,50,3,0.6461195892,0.7382413232,0.09212173396
P300,BI2015a,0,50,6,0.6482308359,0.7392236439,0.09099280809
P300,BI2015a,10,100,1,0.6526397234,0.7460805265,0.09344080311
P300,BI2015a,10,100,3,0.6475343774,0.7448558634,0.09732148605
P300,BI2015a,10,100,6,0.6466028503,0.7482994283,0.101696578
P300,BI2015a,10,10,1,0.6475897298,0.7201416009,0.07255187112
P300,BI2015a,10,10,3,0.6468118064,0.7316798553,0.08486804892
P300,BI2015a,10,10,6,0.649216902,0.7267051744,0.07748827241
P300,BI2015a,10,20,1,0.6454228599,0.7284648381,0.08304197812
P300,BI2015a,10,20,3,0.6489799125,0.734249463,0.08526955052
P300,BI2015a,10,20,6,0.6513948644,0.7310055185,0.07961065411
P300,BI2015a,10,50,1,0.6456991251,0.7381979755,0.09249885046
P300,BI2015a,10,50,3,0.6389505925,0.7417714122,0.1028208198
P300,BI2015a,10,50,6,0.6370476204,0.7395198685,0.1024722481
P300,BI2015a,20,100,1,0.655409688,0.7451701393,0.08976045122
P300,BI2015a,20,100,3,0.64271617,0.7478913651,0.1051751951
P300,BI2015a,20,100,6,0.6411419723,0.7442536567,0.1031116844
P300,BI2015a,20,10,1,0.6441938547,0.719466573,0.07527271828
P300,BI2015a,20,10,3,0.6560883398,0.7306306289,0.07454228912
P300,BI2015a,20,10,6,0.6434468829,0.7260491228,0.08260223986
P300,BI2015a,20,20,1,0.6434579808,0.7267358212,0.08327784038
P300,BI2015a,20,20,3,0.6448054526,0.7344643827,0.08965893009
P300,BI2015a,20,20,6,0.649562227,0.7314734448,0.08191121773
P300,BI2015a,20,50,1,0.6502891338,0.7355354542,0.08524632037
P300,BI2015a,20,50,3,0.6496615538,0.744209386,0.09454783219
P300,BI2015a,20,50,6,0.6449035932,0.7375127857,0.09260919255
P300,BI2015a,50,100,1,0.6370686611,0.7407884677,0.1037198066
P300,BI2015a,50,100,3,0.6517988172,0.7496916925,0.09789287524
P300,BI2015a,50,100,6,0.6488185285,0.7413013076,0.09248277915
P300,BI2015a,50,10,1,0.644549417,0.7152642708,0.07071485384
P300,BI2015a,50,10,3,0.6516102263,0.7281872068,0.07657698051
P300,BI2015a,50,10,6,0.6504433443,0.7257017748,0.07525843054
P300,BI2015a,50,20,1,0.6411801763,0.723421203,0.08224102666
P300,BI2015a,50,20,3,0.6564247975,0.7324163927,0.07599159514
P300,BI2015a,50,20,6,0.64572534,0.7297270018,0.0840016618
P300,BI2015a,50,50,1,0.6398485213,0.7312710755,0.09142255414
P300,BI2015a,50,50,3,0.6567041899,0.7417520881,0.08504789819
P300,BI2015a,50,50,6,0.6493674639,0.7355296153,0.08616215143
P300,BI2015a,5,100,1,0.6465101077,0.7448986197,0.09838851203
P300,BI2015a,5,100,3,0.6423748297,0.7471620219,0.1047871922
P300,BI2015a,5,100,6,0.6510192793,0.7430148626,0.09199558329
P300,BI2015a,5,10,1,0.6428201177,0.7196249795,0.07680486187
P300,BI2015a,5,10,3,0.6467979479,0.731638175,0.08484022703
P300,BI2015a,5,10,6,0.651333663,0.7267067035,0.07537304045
P300,BI2015a,5,20,1,0.6453857137,0.7320632548,0.0866775411
P300,BI2015a,5,20,3,0.6426241047,0.7371792885,0.09455518381
P300,BI2015a,5,20,6,0.6504099979,0.7313838025,0.08097380463
P300,BI2015a,5,50,1,0.6428758256,0.7325664434,0.08969061785
P300,BI2015a,5,50,3,0.6455373219,0.7401365216,0.09459919976
P300,BI2015a,5,50,6,0.6530628468,0.7372088211,0.08414597433
SSVEP,Lee2019_SSVEP,0,100,1,0.8907692308,0.9129807692,0.02221153846
SSVEP,Lee2019_SSVEP,0,100,3,0.8853703704,0.9101851852,0.02481481481
SSVEP,Lee2019_SSVEP,0,100,6,0.8869444444,0.9148148148,0.02787037037
SSVEP,Lee2019_SSVEP,0,10,1,0.8905660377,0.876509434,-0.01405660377
SSVEP,Lee2019_SSVEP,0,10,3,0.8876851852,0.8512962963,-0.03638888889
SSVEP,Lee2019_SSVEP,0,10,6,0.8909259259,0.8387037037,-0.05222222222
SSVEP,Lee2019_SSVEP,0,20,1,0.8925925926,0.9149074074,0.02231481481
SSVEP,Lee2019_SSVEP,0,20,3,0.885,0.9118867925,0.02688679245
SSVEP,Lee2019_SSVEP,0,20,6,0.8851851852,0.9087037037,0.02351851852
SSVEP,Lee2019_SSVEP,0,50,1,0.8865740741,0.9101851852,0.02361111111
SSVEP,Lee2019_SSVEP,0,50,3,0.8910576923,0.9142307692,0.02317307692
SSVEP,Lee2019_SSVEP,0,50,6,0.8912037037,0.9119444444,0.02074074074
SSVEP,Lee2019_SSVEP,10,100,1,0.8781132075,0.9218867925,0.04377358491
SSVEP,Lee2019_SSVEP,10,100,3,0.8856481481,0.9291666667,0.04351851852
SSVEP,Lee2019_SSVEP,10,100,6,0.8824074074,0.930462963,0.04805555556
SSVEP,Lee2019_SSVEP,10,10,1,0.8893396226,0.884245283,-0.005094339623
SSVEP,Lee2019_SSVEP,10,10,3,0.8796226415,0.8586792453,-0.02094339623
SSVEP,Lee2019_SSVEP,10,10,6,0.8875,0.8448148148,-0.04268518519
SSVEP,Lee2019_SSVEP,10,20,1,0.8856603774,0.9194339623,0.03377358491
SSVEP,Lee2019_SSVEP,10,20,3,0.8806481481,0.9192592593,0.03861111111
SSVEP,Lee2019_SSVEP,10,20,6,0.8791666667,0.914537037,0.03537037037
SSVEP,Lee2019_SSVEP,10,50,1,0.8852830189,0.9212264151,0.03594339623
SSVEP,Lee2019_SSVEP,10,50,3,0.8913888889,0.9237962963,0.03240740741
SSVEP,Lee2019_SSVEP,10,50,6,0.8807692308,0.9228846154,0.04211538462
SSVEP,Lee2019_SSVEP,20,100,1,0.879537037,0.9216666667,0.04212962963
SSVEP,Lee2019_SSVEP,20,100,3,0.8957407407,0.9347222222,0.03898148148
SSVEP,Lee2019_SSVEP,20,100,6,0.8835185185,0.9319444444,0.04842592593
SSVEP,Lee2019_SSVEP,20,10,1,0.885462963,0.8822222222,-0.003240740741
SSVEP,Lee2019_SSVEP,20,10,3,0.8856481481,0.8584259259,-0.02722222222
SSVEP,Lee2019_SSVEP,20,10,6,0.8740566038,0.84,-0.03405660377
SSVEP,Lee2019_SSVEP,20,20,1,0.8776851852,0.9207407407,0.04305555556
SSVEP,Lee2019_SSVEP,20,20,3,0.8911320755,0.9219811321,0.0308490566
SSVEP,Lee2019_SSVEP,20,20,6,0.8778703704,0.9153703704,0.0375
SSVEP,Lee2019_SSVEP,20,50,1,0.887962963,0.9233333333,0.03537037037
SSVEP,Lee2019_SSVEP,20,50,3,0.884537037,0.9246296296,0.04009259259
SSVEP,Lee2019_SSVEP,20,50,6,0.8810185185,0.9281481481,0.04712962963
SSVEP,Lee2019_SSVEP,50,100,1,0.8897169811,0.9204716981,0.03075471698
SSVEP,Lee2019_SSVEP,50,100,3,0.8892592593,0.9241666667,0.03490740741
SSVEP,Lee2019_SSVEP,50,100,6,0.8931481481,0.9277777778,0.03462962963
SSVEP,Lee2019_SSVEP,50,10,1,0.8841666667,0.8842592593,9.259259259e-05
SSVEP,Lee2019_SSVEP,50,10,3,0.8768867925,0.8547169811,-0.02216981132
SSVEP,Lee2019_SSVEP,50,10,6,0.8898113208,0.8487735849,-0.04103773585
SSVEP,Lee2019_SSVEP,50,20,1,0.8853773585,0.9140566038,0.02867924528
SSVEP,Lee2019_SSVEP,50,20,3,0.8891666667,0.9191666667,0.03
SSVEP,Lee2019_SSVEP,50,20,6,0.8903703704,0.9174074074,0.02703703704
SSVEP,Lee2019_SSVEP,50,50,1,0.885462963,0.9178703704,0.03240740741
SSVEP,Lee2019_SSVEP,50,50,3,0.8908333333,0.9257407407,0.03490740741
SSVEP,Lee2019_SSVEP,50,50,6,0.8848148148,0.9241666667,0.03935185185
SSVEP,Lee2019_SSVEP,5,100,1,0.8825925926,0.922037037,0.03944444444
SSVEP,Lee2019_SSVEP,5,100,3,0.8867592593,0.9207407407,0.03398148148
SSVEP,Lee2019_SSVEP,5,100,6,0.889537037,0.9288888889,0.03935185185
SSVEP,Lee2019_SSVEP,5,10,1,0.8864814815,0.8775925926,-0.008888888889
SSVEP,Lee2019_SSVEP,5,10,3,0.8872641509,0.8513207547,-0.03594339623
SSVEP,Lee2019_SSVEP,5,10,6,0.8883333333,0.8367592593,-0.05157407407
SSVEP,Lee2019_SSVEP,5,20,1,0.8806730769,0.9131730769,0.0325
SSVEP,Lee2019_SSVEP,5,20,3,0.8823584906,0.9140566038,0.03169811321
SSVEP,Lee2019_SSVEP,5,20,6,0.8916666667,0.9159259259,0.02425925926
SSVEP,Lee2019_SSVEP,5,50,1,0.8901851852,0.9187962963,0.02861111111
SSVEP,Lee2019_SSVEP,5,50,3,0.8853773585,0.9166981132,0.03132075472
SSVEP,Lee2019_SSVEP,5,50,6,0.9092307692,0.9357692308,0.02653846154