model,decoder,split,metric,mean,std,n_seeds,higher_better
SE,MLP,split01,R²,0.9086275853772662,0.002363794698014356,5,True
SE,MLP,split01,MSE,0.10394067111044776,0.00043454196017128047,5,False
SE,MLP,split01,Energy dist,0.7385432401204113,0.34245497046950124,5,False
SE,MLP,split01,Pathway,0.7457713360300445,0.0025384088220400318,5,True
SE,MLP,split01,Coexpression,0.9540722164840412,0.0009818659030948345,5,True
SE,MLP,split01,Cell cycle,0.45763539895397043,0.013759886870548885,5,True
SE,MLP,split01,Cytokine,0.8968732236336405,0.0080398860635352,5,True
SE,MLP,split01,DEG dice@100,0.14062564614866144,0.0064164570996257725,5,True
SE,MLP,split01,LogFC Sp.,0.4637801181041086,0.01033973250658933,5,True
SE,MLP,split02,R²,0.9397878331296583,0.005847087739112647,5,True
SE,MLP,split02,MSE,0.08670624957333334,0.0009471106394883623,5,False
SE,MLP,split02,Energy dist,0.3707499850510179,0.06565273777968701,5,False
SE,MLP,split02,Pathway,0.7974656344359363,0.0011139878027099025,5,True
SE,MLP,split02,Coexpression,0.9561962760666785,0.0008913550380159593,5,True
SE,MLP,split02,Cell cycle,0.46698735877899294,0.006647861000180622,5,True
SE,MLP,split02,Cytokine,0.8798285081103824,0.008627847378090121,5,True
SE,MLP,split02,DEG dice@100,0.16196342552443665,0.011959671841132091,5,True
SE,MLP,split02,LogFC Sp.,0.5198865448371226,0.012702863698049162,5,True
SE,MLP,split03,R²,0.9476648751313125,0.005178081426699721,5,True
SE,MLP,split03,MSE,0.08468134873739838,0.0006585069200395405,5,False
SE,MLP,split03,Energy dist,0.34758185568135075,0.08495518328910744,5,False
SE,MLP,split03,Pathway,0.8005623096329366,0.0018948146256138744,5,True
SE,MLP,split03,Coexpression,0.9565494926295319,0.0007685252387420938,5,True
SE,MLP,split03,Cell cycle,0.4671282831177669,0.008210868161929341,5,True
SE,MLP,split03,Cytokine,0.8923830545499196,0.0052564510995358775,5,True
SE,MLP,split03,DEG dice@100,0.2604758430638209,0.018854756217573748,5,True
SE,MLP,split03,LogFC Sp.,0.5269593205866415,0.010500482882755006,5,True
SE,KNN_10,split01,R²,0.8358845609782348,0.005506857409410993,5,True
SE,KNN_10,split01,MSE,0.14498792791641787,0.0011404420373565317,5,False
SE,KNN_10,split01,Energy dist,2.6222316381877318,1.3928075681788898,5,False
SE,KNN_10,split01,Pathway,0.16541642417629127,0.003806108033381093,5,True
SE,KNN_10,split01,Coexpression,0.9381759337861644,0.0019805073896806973,5,True
SE,KNN_10,split01,Cell cycle,0.3988131309955537,0.0157957626686355,5,True
SE,KNN_10,split01,Cytokine,0.6731320605032273,0.009584437740104054,5,True
SE,KNN_10,split01,DEG dice@100,0.06960754957703864,0.012693871400431544,5,True
SE,KNN_10,split01,LogFC Sp.,0.06778272501077727,0.022806651774933923,5,True
SE,KNN_10,split02,R²,0.8654019999036601,0.009670313866088671,5,True
SE,KNN_10,split02,MSE,0.13372901895607842,0.0017216765293023495,5,False
SE,KNN_10,split02,Energy dist,1.832099590581556,1.066699683312813,5,False
SE,KNN_10,split02,Pathway,0.17681045641054166,0.008844827220329358,5,True
SE,KNN_10,split02,Coexpression,0.9322777805277662,0.0021456199761990353,5,True
SE,KNN_10,split02,Cell cycle,0.3774713616362224,0.014349352479092334,5,True
SE,KNN_10,split02,Cytokine,0.6485926349881368,0.013947920477575902,5,True
SE,KNN_10,split02,DEG dice@100,0.06155154495007768,0.008393959869094865,5,True
SE,KNN_10,split02,LogFC Sp.,0.04972515638773625,0.010280283906181483,5,True
SE,KNN_10,split03,R²,0.889618004482936,0.006275661757932232,5,True
SE,KNN_10,split03,MSE,0.12718923602845528,0.0010697201739901982,5,False
SE,KNN_10,split03,Energy dist,1.2666240217521265,0.41251342392737483,5,False
SE,KNN_10,split03,Pathway,0.20251417145398537,0.007219788591549934,5,True
SE,KNN_10,split03,Coexpression,0.9281427553841937,0.002956125603871725,5,True
SE,KNN_10,split03,Cell cycle,0.385667018827945,0.013332842642105856,5,True
SE,KNN_10,split03,Cytokine,0.6701643815643612,0.012097657394444575,5,True
SE,KNN_10,split03,DEG dice@100,0.06746317878375471,0.010072312809790322,5,True
SE,KNN_10,split03,LogFC Sp.,0.046149764494151785,0.004699369746146746,5,True
SE,KNN_20,split01,R²,0.8275392249893786,0.0053867531060116025,5,True
SE,KNN_20,split01,MSE,0.14615143583208953,0.0010990219553051199,5,False
SE,KNN_20,split01,Energy dist,1.4773548218807209,1.1933342756611194,5,False
SE,KNN_20,split01,Pathway,0.14746616989888633,0.003436284726370792,5,True
SE,KNN_20,split01,Coexpression,0.9260024281957027,0.002907170682854627,5,True
SE,KNN_20,split01,Cell cycle,0.37978541198367743,0.0072406538046920575,5,True
SE,KNN_20,split01,DEG dice@100,0.061337539052497184,0.010391058225512326,5,True
SE,KNN_20,split01,LogFC Sp.,0.040722149758597635,0.011667935769855822,5,True
SE,KNN_20,split02,R²,0.8627911977674447,0.009570518474078037,5,True
SE,KNN_20,split02,MSE,0.13443310615058823,0.001672223536870641,5,False
SE,KNN_20,split02,Energy dist,1.7768269544203243,1.2536338397411737,5,False
SE,KNN_20,split02,Pathway,0.16439742660559983,0.010696120444300773,5,True
SE,KNN_20,split02,Coexpression,0.9207265051684835,0.002647372572682518,5,True
SE,KNN_20,split02,Cell cycle,0.36667285503045244,0.012982025689206986,5,True
SE,KNN_20,split02,DEG dice@100,0.05738364786699325,0.00819883936479653,5,True
SE,KNN_20,split02,LogFC Sp.,0.03541049532488803,0.0076338983234460756,5,True
SE,KNN_20,split03,R²,0.8861793254449116,0.0066497034896328515,5,True
SE,KNN_20,split03,MSE,0.1286486487658537,0.0010980436334014588,5,False
SE,KNN_20,split03,Energy dist,1.598495391028536,0.28856308039774026,5,False
SE,KNN_20,split03,Pathway,0.19705304000624863,0.013145267854820335,5,True
SE,KNN_20,split03,Coexpression,0.9149606661564809,0.004099474753536013,5,True
SE,KNN_20,split03,Cell cycle,0.372437139041086,0.004648820635343888,5,True
SE,KNN_20,split03,DEG dice@100,0.06460472360851718,0.009852007242146896,5,True
SE,KNN_20,split03,LogFC Sp.,0.03465051948547545,0.004766352102099088,5,True
SE,Transformer,split01,R²,0.6833935619145631,0.013249923985141247,5,True
SE,Transformer,split01,MSE,0.15910121808759864,0.0013880875125807958,5,False
SE,Transformer,split01,Energy dist,3.4986408551688095,2.0457432170365726,5,False
SE,Transformer,split01,Pathway,0.5255645114098644,0.0040201778430982195,5,True
SE,Transformer,split01,Coexpression,0.7902848697845093,0.0038579882786657204,5,True
SE,Transformer,split01,Cell cycle,0.33096088312307914,0.007136370871190613,5,True
SE,Transformer,split01,Cytokine,0.8090402927975259,0.010693283706411275,5,True
SE,Transformer,split01,DEG dice@100,0.1516275725055985,0.04401430475223783,5,True
SE,Transformer,split01,LogFC Sp.,0.28626056850851417,0.003796086592775457,5,True
SE,Transformer,split02,R²,0.8454436956157145,0.013128747673942929,5,True
SE,Transformer,split02,MSE,0.1325565689256493,0.0012723375103332096,5,False
SE,Transformer,split02,Energy dist,0.45354684542733914,0.261969650510836,5,False
SE,Transformer,split02,Pathway,0.5818891000043569,0.004307366307477111,5,True
SE,Transformer,split02,Coexpression,0.8155264734454766,0.0023642563667739354,5,True
SE,Transformer,split02,Cell cycle,0.35072984395974904,0.010642940333477024,5,True
SE,Transformer,split02,Cytokine,0.8452057062347349,0.0103285549075493,5,True
SE,Transformer,split02,DEG dice@100,0.19793378471176246,0.027807855587568705,5,True
SE,Transformer,split02,LogFC Sp.,0.31829402527219636,0.009292748439960821,5,True
SE,Transformer,split03,R²,0.8637702541088494,0.021654901924984118,5,True
SE,Transformer,split03,MSE,0.12606630039027356,0.002394709188012456,5,False
SE,Transformer,split03,Energy dist,0.6197321300214826,0.4802241126791129,5,False
SE,Transformer,split03,Pathway,0.5928462361891407,0.00691358872582483,5,True
SE,Transformer,split03,Coexpression,0.8351003611186414,0.003060155338011759,5,True
SE,Transformer,split03,Cell cycle,0.3538282089513465,0.007276210389363357,5,True
SE,Transformer,split03,Cytokine,0.8639875856409869,0.0073739031769265075,5,True
SE,Transformer,split03,DEG dice@100,0.16853455752159885,0.03373454039536398,5,True
SE,Transformer,split03,LogFC Sp.,0.3196840432534065,0.02845124079623387,4,True
scGPT,MLP,split01,R²,0.8803293612910741,0.004695881325376545,5,True
scGPT,MLP,split01,MSE,0.1440318065425373,0.000945639434985732,5,False
scGPT,MLP,split01,Energy dist,1.3996227217424868,0.9130293554556452,5,False
scGPT,MLP,split01,Pathway,0.42512185023125026,0.0035985019838160014,5,True
scGPT,MLP,split01,Coexpression,0.8623431488761473,0.0030928231155452463,5,True
scGPT,MLP,split01,Cell cycle,0.3715765214110246,0.0076163654500212485,5,True
scGPT,MLP,split01,Cytokine,0.8772846276774382,0.009023853711036776,5,True
scGPT,MLP,split01,DEG dice@100,0.16797234269478103,0.028927304653553525,5,True
scGPT,MLP,split01,LogFC Sp.,0.3525449899265868,0.011460847424923749,5,True
scGPT,MLP,split02,R²,0.8985242370063183,0.008706690542287072,5,True
scGPT,MLP,split02,MSE,0.13314866854823532,0.0015129885022941584,5,False
scGPT,MLP,split02,Energy dist,1.1092778759536244,0.37884321229099616,5,False
scGPT,MLP,split02,Pathway,0.48326476197074825,0.0052305982131776564,5,True
scGPT,MLP,split02,Coexpression,0.8858139227306336,0.0010156323100637841,5,True
scGPT,MLP,split02,Cell cycle,0.3691567232656939,0.009151189868623313,5,True
scGPT,MLP,split02,Cytokine,0.8600562336470862,0.01280784641227336,5,True
scGPT,MLP,split02,DEG dice@100,0.20068281783348646,0.01439316164933436,5,True
scGPT,MLP,split02,LogFC Sp.,0.3963927609185339,0.016092751725585216,5,True
scGPT,MLP,split03,R²,0.9152122440376902,0.007403095605315944,5,True
scGPT,MLP,split03,MSE,0.1282603847878049,0.0009339654738976438,5,False
scGPT,MLP,split03,Energy dist,0.6498049674153406,0.3695420571125141,5,False
scGPT,MLP,split03,Pathway,0.5015565613372737,0.004261193188521949,5,True
scGPT,MLP,split03,Coexpression,0.8866834614960044,0.0020725848016329516,5,True
scGPT,MLP,split03,Cell cycle,0.36911552441483264,0.009558752860405088,5,True
scGPT,MLP,split03,Cytokine,0.8790668412332758,0.007601133246062141,5,True
scGPT,MLP,split03,DEG dice@100,0.1926922229829336,0.02552609030019169,5,True
scGPT,MLP,split03,LogFC Sp.,0.4125433235731849,0.01328614517446498,5,True
scGPT,KNN_10,split01,R²,0.8402136447714336,0.005464571883722089,5,True
scGPT,KNN_10,split01,MSE,0.15132823748805965,0.0010092841170613418,5,False
scGPT,KNN_10,split01,Energy dist,2.952647401498475,0.6239598085122492,5,False
scGPT,KNN_10,split01,Pathway,0.25254943513724637,0.00403120182079084,5,True
scGPT,KNN_10,split01,Coexpression,0.9514173989724798,0.001997652717004581,5,True
scGPT,KNN_10,split01,Cell cycle,0.3983166579752987,0.013941632820867094,5,True
scGPT,KNN_10,split01,Cytokine,0.7777983136100372,0.006942019185767726,5,True
scGPT,KNN_10,split01,DEG dice@100,0.20898603655487924,0.025675429972779114,5,True
scGPT,KNN_10,split01,LogFC Sp.,0.30646560210845525,0.08157818032240235,5,True
scGPT,KNN_10,split02,R²,0.8835302351502812,0.008982236782278682,5,True
scGPT,KNN_10,split02,MSE,0.14081451471843137,0.0016355105810308662,5,False
scGPT,KNN_10,split02,Energy dist,1.6108785023785834,0.4320473490698822,5,False
scGPT,KNN_10,split02,Pathway,0.38794125940237373,0.0013784044110231966,5,True
scGPT,KNN_10,split02,Coexpression,0.9545974026763044,0.0014617442201337993,5,True
scGPT,KNN_10,split02,Cell cycle,0.37535923192352944,0.008023020485121468,5,True
scGPT,KNN_10,split02,Cytokine,0.8411498992942041,0.012287872845760281,5,True
scGPT,KNN_10,split02,DEG dice@100,0.3417065893866561,0.025944458901672688,5,True
scGPT,KNN_10,split02,LogFC Sp.,0.36627100337819524,0.03343603704531305,5,True
scGPT,KNN_10,split03,R²,0.9048686967632635,0.006306474812847131,5,True
scGPT,KNN_10,split03,MSE,0.13447336007154473,0.0009932521225836182,5,False
scGPT,KNN_10,split03,Energy dist,1.1495399224996825,0.4276733388079486,5,False
scGPT,KNN_10,split03,Pathway,0.4124628745443239,0.0035652486685018928,5,True
scGPT,KNN_10,split03,Coexpression,0.9523702701224067,0.002693286978734967,5,True
scGPT,KNN_10,split03,Cell cycle,0.3904286078502506,0.011148394229045424,5,True
scGPT,KNN_10,split03,Cytokine,0.8665255332262742,0.01020716153606541,5,True
scGPT,KNN_10,split03,DEG dice@100,0.36710421307304186,0.011131765395869965,5,True
scGPT,KNN_10,split03,LogFC Sp.,0.3891219217375612,0.005042636940127713,5,True
scGPT,KNN_20,split01,R²,0.8394003342781493,0.0051266443260058825,5,True
scGPT,KNN_20,split01,MSE,0.1505732503537313,0.0009683770640481628,5,False
scGPT,KNN_20,split01,Energy dist,2.185935320903287,1.439153748387106,5,False
scGPT,KNN_20,split01,Pathway,0.2452908620330882,0.004386236495691314,5,True
scGPT,KNN_20,split01,Coexpression,0.9409178837792105,0.0027128902869072305,5,True
scGPT,KNN_20,split01,Cell cycle,0.384291225870373,0.013314445103733055,5,True
scGPT,KNN_20,split01,DEG dice@100,0.18860457267850989,0.02245947824864725,5,True
scGPT,KNN_20,split01,LogFC Sp.,0.275471005044141,0.06844354339484808,5,True
scGPT,KNN_20,split02,R²,0.8822132530866884,0.008812559213240749,5,True
scGPT,KNN_20,split02,MSE,0.14019138566823527,0.0016115765431495618,5,False
scGPT,KNN_20,split02,Energy dist,1.228422878131644,0.7967529008052888,5,False
scGPT,KNN_20,split02,Pathway,0.3902942466268865,0.002549999949451117,5,True
scGPT,KNN_20,split02,Coexpression,0.9404550570019472,0.0022053652908485145,5,True
scGPT,KNN_20,split02,Cell cycle,0.36594514346177875,0.006552125295687486,5,True
scGPT,KNN_20,split02,DEG dice@100,0.3149629699733425,0.019988623477822095,5,True
scGPT,KNN_20,split02,LogFC Sp.,0.3498663744353309,0.026122095624780045,5,True
scGPT,KNN_20,split03,R²,0.9025631486400357,0.0067345255482190915,5,True
scGPT,KNN_20,split03,MSE,0.1345442107089431,0.0010507183096016496,5,False
scGPT,KNN_20,split03,Energy dist,0.8633842405989121,0.2761340747903764,5,False
scGPT,KNN_20,split03,Pathway,0.41168491661688095,0.0031814111490823275,5,True
scGPT,KNN_20,split03,Coexpression,0.937323015178244,0.0035308026773539325,5,True
scGPT,KNN_20,split03,Cell cycle,0.3805546452680817,0.010351977826165856,5,True
scGPT,KNN_20,split03,DEG dice@100,0.3412292702382968,0.0156952020960202,5,True
scGPT,KNN_20,split03,LogFC Sp.,0.37520228363005537,0.007271484350569704,5,True
scGPT,Transformer,split01,R²,0.6356022794544697,0.015108831073319033,5,True
scGPT,Transformer,split01,MSE,0.17741902836598458,0.0015196636112916888,5,False
scGPT,Transformer,split01,Energy dist,6.378001005378088,2.500552253734974,5,False
scGPT,Transformer,split01,Pathway,0.3410129460071643,0.004242750383414718,5,True
scGPT,Transformer,split01,Coexpression,0.7667277420908799,0.00465707510651934,5,True
scGPT,Transformer,split01,Cell cycle,0.3355107127185892,0.011240348689087647,5,True
scGPT,Transformer,split01,Cytokine,0.770228321477231,0.016129954713272315,5,True
scGPT,Transformer,split01,DEG dice@100,0.1270331648150101,0.03966528814676763,5,True
scGPT,Transformer,split01,LogFC Sp.,0.26258235695256427,0.004085384787911657,5,True
scGPT,Transformer,split02,R²,0.8438253770411853,0.014018062524410792,5,True
scGPT,Transformer,split02,MSE,0.14620073561517283,0.0012926352775997775,5,False
scGPT,Transformer,split02,Energy dist,1.3151848031164621,0.9531393564297365,5,False
scGPT,Transformer,split02,Pathway,0.4069995518296424,0.0073555964448197815,5,True
scGPT,Transformer,split02,Coexpression,0.7897406659230625,0.002347360844870031,5,True
scGPT,Transformer,split02,Cell cycle,0.3167411214850468,0.007292467296114068,5,True
scGPT,Transformer,split02,Cytokine,0.8446438894573172,0.014653233741503544,5,True
scGPT,Transformer,split02,DEG dice@100,0.17593181662713006,0.02483823348916357,5,True
scGPT,Transformer,split02,LogFC Sp.,0.30424952856690635,0.011693577869172491,5,True
scGPT,Transformer,split03,R²,0.8684079712770117,0.020624967163053044,5,True
scGPT,Transformer,split03,MSE,0.13845155673233545,0.0022896245118612527,5,False
scGPT,Transformer,split03,Energy dist,1.0742045829891256,0.7293339252692161,5,False
scGPT,Transformer,split03,Pathway,0.4147270579252065,0.01045554546214448,5,True
scGPT,Transformer,split03,Coexpression,0.8018311384219547,0.0040969874205015674,5,True
scGPT,Transformer,split03,Cell cycle,0.34405210838695766,0.015460581801614701,5,True
scGPT,Transformer,split03,Cytokine,0.8687987938627026,0.009032094848455999,5,True
scGPT,Transformer,split03,DEG dice@100,0.1496249571072812,0.027286963843977902,5,True
scGPT,Transformer,split03,LogFC Sp.,0.30525382065899886,0.031181671537534386,4,True
scConcept,MLP,split01,R²,0.8782137376158985,0.004360398014683149,5,True
scConcept,MLP,split01,MSE,0.1444689703,0.001108555199183907,5,False
scConcept,MLP,split01,Energy dist,1.2588731576624173,0.5373748742826824,5,False
scConcept,MLP,split01,Pathway,0.4263815537766855,0.003623350108401819,5,True
scConcept,MLP,split01,Coexpression,0.8494308911131239,0.0022686356435424816,5,True
scConcept,MLP,split01,Cell cycle,0.37377193197585235,0.016393051901931743,5,True
scConcept,MLP,split01,Cytokine,0.8644985974071169,0.00846837231574367,5,True
scConcept,MLP,split01,DEG dice@100,0.1580186119325413,0.02192544601870158,5,True
scConcept,MLP,split01,LogFC Sp.,0.33923661560904295,0.012121084947682336,5,True
scConcept,MLP,split02,R²,0.9012702249545678,0.009008143049549685,5,True
scConcept,MLP,split02,MSE,0.13188088390745095,0.0016664659799468108,5,False
scConcept,MLP,split02,Energy dist,0.7422153135824339,0.24641953070701134,5,False
scConcept,MLP,split02,Pathway,0.5095882129210607,0.004655294195303249,5,True
scConcept,MLP,split02,Coexpression,0.8750014154615531,0.0015788348599866614,5,True
scConcept,MLP,split02,Cell cycle,0.37317475026239333,0.010193901823447477,5,True
scConcept,MLP,split02,Cytokine,0.8623938135812892,0.013702714520353343,5,True
scConcept,MLP,split02,DEG dice@100,0.20256128069207766,0.01537444481978366,5,True
scConcept,MLP,split02,LogFC Sp.,0.39859256754524075,0.016102182628448404,5,True
scConcept,MLP,split03,R²,0.9173025353652676,0.007195597145615599,5,True
scConcept,MLP,split03,MSE,0.12678967814634148,0.0009532001314956523,5,False
scConcept,MLP,split03,Energy dist,1.0538454320073858,0.11885661570785169,5,False
scConcept,MLP,split03,Pathway,0.5279286171794656,0.004432912306345775,5,True
scConcept,MLP,split03,Coexpression,0.8758343258153097,0.001865559242504406,5,True
scConcept,MLP,split03,Cell cycle,0.37451885392040113,0.011330479513581649,5,True
scConcept,MLP,split03,Cytokine,0.8808233773960958,0.00852040442379526,5,True
scConcept,MLP,split03,DEG dice@100,0.20143475978505493,0.025610717962253633,5,True
scConcept,MLP,split03,LogFC Sp.,0.41554886415711917,0.01380384454439953,5,True
scConcept,KNN_5,split01,R²,0.8516400972409034,0.005797743438088886,5,True
scConcept,KNN_5,split01,MSE,0.15126916976343283,0.0011114650997326929,5,False
scConcept,KNN_5,split01,Energy dist,1.3484745770698634,0.8877611496994514,5,False
scConcept,KNN_5,split01,Pathway,0.10923924265396157,0.004548320947258933,5,True
scConcept,KNN_5,split01,Coexpression,0.9245862555539437,0.0026335620321247394,5,True
scConcept,KNN_5,split01,Cell cycle,0.3636590305292503,0.006986244111447221,5,True
scConcept,KNN_5,split01,Cytokine,0.6959623675782363,0.008358644416905432,4,True
scConcept,KNN_5,split01,DEG dice@100,0.08884080807189405,0.008812219481808506,5,True
scConcept,KNN_5,split01,LogFC Sp.,0.0801770364720638,0.027543334347557614,5,True
scConcept,KNN_5,split02,R²,0.8890192841081058,0.009290189531700764,5,True
scConcept,KNN_5,split02,MSE,0.138706883707451,0.0016523971594671416,5,False
scConcept,KNN_5,split02,Energy dist,1.0585231314601542,0.6096907675286336,5,False
scConcept,KNN_5,split02,Pathway,0.16596856224947112,0.009974695529710928,5,True
scConcept,KNN_5,split02,Coexpression,0.9147488746021903,0.002074735176497362,5,True
scConcept,KNN_5,split02,Cell cycle,0.3537240424004783,0.006367826017245631,5,True
scConcept,KNN_5,split02,Cytokine,0.6131687357534614,0.1273349087852077,5,True
scConcept,KNN_5,split02,DEG dice@100,0.08460855412487865,0.006391865141508967,5,True
scConcept,KNN_5,split02,LogFC Sp.,0.0733309252920992,0.008053693991138153,5,True
scConcept,KNN_5,split03,R²,0.9141412646305269,0.006636458110492651,5,True
scConcept,KNN_5,split03,MSE,0.12661129271788618,0.0015502072680778003,5,False
scConcept,KNN_5,split03,Energy dist,1.0051378649305487,0.25741903157749013,5,False
scConcept,KNN_5,split03,Coexpression,0.9099739747251402,0.002876814410403544,5,True
scConcept,KNN_5,split03,Cell cycle,0.3623986095759924,0.011923588378885061,5,True
scConcept,KNN_5,split03,Cytokine,0.6435288421265349,0.09630323114216444,5,True
scConcept,KNN_5,split03,DEG dice@100,0.09174000134394542,0.015045460087870282,5,True
scConcept,KNN_5,split03,LogFC Sp.,0.08924538058280808,0.009018794386887104,5,True
scConcept,KNN_10,split01,R²,0.8545769179045266,0.005411017890804448,5,True
scConcept,KNN_10,split01,MSE,0.14886597510671642,0.0010387008823724364,5,False
scConcept,KNN_10,split01,Energy dist,1.8631199339453925,1.0025573716887899,5,False
scConcept,KNN_10,split01,Pathway,0.12585829502671944,0.0051260664152066775,5,True
scConcept,KNN_10,split01,Coexpression,0.9211300929411982,0.0030923501120973793,5,True
scConcept,KNN_10,split01,Cell cycle,0.364660510768485,0.01312420767232201,5,True
scConcept,KNN_10,split01,Cytokine,0.7151211327649347,0.008797235949489115,5,True
scConcept,KNN_10,split01,DEG dice@100,0.08006622912365027,0.005104248854093521,5,True
scConcept,KNN_10,split01,LogFC Sp.,0.07881478986931778,0.024296208194095083,5,True
scConcept,KNN_10,split02,R²,0.8890193130455766,0.009290177494324635,5,True
scConcept,KNN_10,split02,MSE,0.13870688277411766,0.001652395711444441,5,False
scConcept,KNN_10,split02,Energy dist,0.8056049143470652,0.341415327775977,5,False
scConcept,KNN_10,split02,Pathway,0.16597925555701626,0.009967518301156355,5,True
scConcept,KNN_10,split02,Coexpression,0.9147911804946277,0.0020853986378976575,5,True
scConcept,KNN_10,split02,Cell cycle,0.3539604065910039,0.006664863294400283,5,True
scConcept,KNN_10,split02,Cytokine,0.7159285239286209,0.00867389931779914,5,True
scConcept,KNN_10,split02,DEG dice@100,0.08204079029609355,0.007722831590765115,5,True
scConcept,KNN_10,split02,LogFC Sp.,0.07389768975760298,0.00812273890256912,5,True
scConcept,KNN_10,split03,R²,0.9103332196793904,0.006487348781559959,5,True
scConcept,KNN_10,split03,MSE,0.13228755074227644,0.000966193965694008,5,False
scConcept,KNN_10,split03,Energy dist,0.6498928624879817,0.18297023771901175,5,False
scConcept,KNN_10,split03,Pathway,0.17356182543882576,0.007863714372286121,5,True
scConcept,KNN_10,split03,Coexpression,0.9095497847423125,0.00228865518115515,5,True
scConcept,KNN_10,split03,Cell cycle,0.36171932585532607,0.008667048640041839,5,True
scConcept,KNN_10,split03,Cytokine,0.7312933114005251,0.01224123119018786,5,True
scConcept,KNN_10,split03,DEG dice@100,0.08841098650884872,0.013317599250873169,5,True
scConcept,KNN_10,split03,LogFC Sp.,0.08217879636870787,0.006885339084611671,5,True
scConcept,KNN_20,split01,R²,0.8516072134473431,0.005338590777806716,5,True
scConcept,KNN_20,split01,MSE,0.14844722680149253,0.0010201672775173164,5,False
scConcept,KNN_20,split01,Energy dist,2.33549513561272,1.3186406735292961,5,False
scConcept,KNN_20,split01,Pathway,0.14745309755221686,0.0047532414011095545,5,True
scConcept,KNN_20,split01,Coexpression,0.9159686397780058,0.0030353924887305244,5,True
scConcept,KNN_20,split01,Cell cycle,0.3635712006798642,0.01992386009589776,5,True
scConcept,KNN_20,split01,Cytokine,0.7134200684947434,0.044882408690010395,5,True
scConcept,KNN_20,split01,DEG dice@100,0.0833449841974357,0.004481512982370545,5,True
scConcept,KNN_20,split01,LogFC Sp.,0.08739985390079982,0.02663613796945787,5,True
scConcept,KNN_20,split02,R²,0.888226527186001,0.008999666233192753,5,True
scConcept,KNN_20,split02,MSE,0.13811910622666668,0.0015974280294388423,5,False
scConcept,KNN_20,split02,Energy dist,1.0997331446647913,0.4293860471746789,5,False
scConcept,KNN_20,split02,Pathway,0.21279189232067314,0.008881266761398849,5,True
scConcept,KNN_20,split02,Coexpression,0.9110114629958845,0.002800502967045888,5,True
scConcept,KNN_20,split02,Cell cycle,0.3560610687818594,0.005541961725809117,5,True
scConcept,KNN_20,split02,Cytokine,0.7065537988273677,0.09607841100430874,5,True
scConcept,KNN_20,split02,DEG dice@100,0.08660662211486023,0.011478884973952679,5,True
scConcept,KNN_20,split02,LogFC Sp.,0.08774531564219927,0.008938116080386405,5,True
scConcept,KNN_20,split03,R²,0.9094132301889785,0.00728805718553969,4,True
scConcept,KNN_20,split03,MSE,0.1321469496707317,0.0009606617984749063,4,False
scConcept,KNN_20,split03,Energy dist,0.895126042595183,0.33272218687729044,4,False
scConcept,KNN_20,split03,Pathway,0.2154671088454871,0.010654837308574626,5,True
scConcept,KNN_20,split03,Coexpression,0.9046200541969631,0.002391525772486131,5,True
scConcept,KNN_20,split03,Cell cycle,0.3628142335438526,0.010320290459624333,5,True
scConcept,KNN_20,split03,Cytokine,0.767746350070712,0.013392512923753803,5,True
scConcept,KNN_20,split03,DEG dice@100,0.09124315472926023,0.012508309356033974,5,True
scConcept,KNN_20,split03,LogFC Sp.,0.10036755638060577,0.008788087281598508,5,True
scConcept,KNN_50,split01,R²,0.8431994528467976,0.005732619593781605,5,True
scConcept,KNN_50,split01,MSE,0.14911686437985078,0.0010206454507208154,5,False
scConcept,KNN_50,split01,Energy dist,2.405188346550718,1.4402542441661488,5,False
scConcept,KNN_50,split01,Pathway,0.18087611055958078,0.003741644696382102,5,True
scConcept,KNN_50,split01,Coexpression,0.9052154798006816,0.003554909118223428,5,True
scConcept,KNN_50,split01,Cell cycle,0.3600996934897043,0.016276474365607085,5,True
scConcept,KNN_50,split01,Cytokine,0.7552656637350662,0.007336183655552161,5,True
scConcept,KNN_50,split01,DEG dice@100,0.09236169294585653,0.009479422148949408,5,True
scConcept,KNN_50,split01,LogFC Sp.,0.11111774442806628,0.03244318704483523,5,True
scConcept,KNN_50,split02,R²,0.8890192857910606,0.009290187727626038,5,True
scConcept,KNN_50,split02,MSE,0.13870688272705883,0.0016523966979903528,5,False
scConcept,KNN_50,split02,Energy dist,1.184801182162431,0.42185045160198814,5,False
scConcept,KNN_50,split02,Coexpression,0.9148902495874817,0.00222786100857178,5,True
scConcept,KNN_50,split02,Cell cycle,0.35387317148661523,0.006595503165242263,5,True
scConcept,KNN_50,split02,Cytokine,0.7836167149903522,0.008525621993801791,5,True
scConcept,KNN_50,split02,DEG dice@100,0.08575508438100539,0.006661360582806373,5,True
scConcept,KNN_50,split02,LogFC Sp.,0.07314090312422505,0.0081630061538445,5,True
scConcept,KNN_50,split03,R²,0.9141412945782266,0.006636498157172278,5,True
scConcept,KNN_50,split03,MSE,0.12661126356341462,0.0015502401219396832,5,False
scConcept,KNN_50,split03,Energy dist,1.1653853172776039,0.4463941579420177,5,False
scConcept,KNN_50,split03,Coexpression,0.9100049150639421,0.002879702151332533,5,True
scConcept,KNN_50,split03,Cell cycle,0.36246380155513097,0.012012354033384326,5,True
scConcept,KNN_50,split03,Cytokine,0.7641143965437289,0.0934410757896294,5,True
scConcept,KNN_50,split03,DEG dice@100,0.09154694401843275,0.015213893971200154,5,True
scConcept,KNN_50,split03,LogFC Sp.,0.0896710240918504,0.009293127214141701,5,True
scConcept,Transformer,split01,R²,0.6423825716227294,0.01494662604468807,5,True
scConcept,Transformer,split01,MSE,0.17755987821146843,0.00165482756114088,5,False
scConcept,Transformer,split01,Energy dist,6.137794574677349,4.866086849008341,5,False
scConcept,Transformer,split01,Pathway,0.30418115052150363,0.002540429862523604,5,True
scConcept,Transformer,split01,Coexpression,0.789709095657543,0.003071982153429037,5,True
scConcept,Transformer,split01,Cell cycle,0.34772205054266453,0.0049439963472274065,5,True
scConcept,Transformer,split01,Cytokine,0.8022755234552758,0.011444691991659825,5,True
scConcept,Transformer,split01,DEG dice@100,0.11848808028675355,0.039753144355976947,5,True
scConcept,Transformer,split01,LogFC Sp.,0.22632046221987548,0.0039349383368535995,5,True
scConcept,Transformer,split02,R²,0.8459038440610321,0.013808897628852953,5,True
scConcept,Transformer,split02,MSE,0.14462120611692814,0.001368431014943235,5,False
scConcept,Transformer,split02,Energy dist,1.0242048180356216,0.3928707674539354,5,False
scConcept,Transformer,split02,Pathway,0.4338843012229159,0.006359840637240427,5,True
scConcept,Transformer,split02,Coexpression,0.7893282587542368,0.0035294460316238926,5,True
scConcept,Transformer,split02,Cell cycle,0.3319338823270407,0.007914029146220072,5,True
scConcept,Transformer,split02,Cytokine,0.8441617249521176,0.013415800260764938,5,True
scConcept,Transformer,split02,DEG dice@100,0.1731719031166344,0.018081925258678196,5,True
scConcept,Transformer,split02,LogFC Sp.,0.3044306837710705,0.010705664232394389,5,True
scConcept,Transformer,split03,R²,0.8698487424475001,0.020999331676168922,5,True
scConcept,Transformer,split03,MSE,0.13706262092890703,0.0023308880514143963,5,False
scConcept,Transformer,split03,Energy dist,1.0203354352498597,0.7933215612863785,5,False
scConcept,Transformer,split03,Pathway,0.44248255888124516,0.009886969630228433,5,True
scConcept,Transformer,split03,Coexpression,0.8082392680234708,0.002866435380731321,5,True
scConcept,Transformer,split03,Cell cycle,0.3620503358053341,0.008378891239577434,5,True
scConcept,Transformer,split03,Cytokine,0.8694878044618788,0.00856058810713922,5,True
scConcept,Transformer,split03,DEG dice@100,0.14432460956891935,0.018763859154062562,5,True
scConcept,Transformer,split03,LogFC Sp.,0.30585031707783605,0.03087524868319566,4,True
scimilarity,MLP,split01,R²,0.8932073996138218,0.004623351828366428,5,True
scimilarity,MLP,split01,MSE,0.14088157667761195,0.0010176652159434691,5,False
scimilarity,MLP,split01,Energy dist,0.9509768433473876,0.6474328566930659,5,False
scimilarity,MLP,split01,Pathway,0.4338524613922611,0.0035297984930239695,5,True
scimilarity,MLP,split01,Coexpression,0.8567224476988237,0.0012861965343771275,5,True
scimilarity,MLP,split01,Cell cycle,0.35403685602342727,0.013838717666341652,5,True
scimilarity,MLP,split01,Cytokine,0.8776572202649678,0.010378116178400619,5,True
scimilarity,MLP,split01,DEG dice@100,0.1689097743716142,0.02044555000231401,5,True
scimilarity,MLP,split01,LogFC Sp.,0.34521922152363355,0.010247571474950617,5,True
scimilarity,MLP,split02,R²,0.8973130371991326,0.0089247063960865,5,True
scimilarity,MLP,split02,MSE,0.13418364421254902,0.0017070993025797333,5,False
scimilarity,MLP,split02,Energy dist,0.8408440591987902,0.4153557898333821,5,False
scimilarity,MLP,split02,Pathway,0.47715021440669164,0.004780959289539963,5,True
scimilarity,MLP,split02,Coexpression,0.8639315874686391,0.0013306521457456066,5,True
scimilarity,MLP,split02,Cell cycle,0.3644451257336404,0.010844740054820053,5,True
scimilarity,MLP,split02,Cytokine,0.8553328674132562,0.015271372547065976,5,True
scimilarity,MLP,split02,DEG dice@100,0.1956386078943729,0.015210440832729504,5,True
scimilarity,MLP,split02,LogFC Sp.,0.38120224855520507,0.015536837972062768,5,True
scimilarity,MLP,split03,R²,0.9146704923331253,0.007116377255103959,5,True
scimilarity,MLP,split03,MSE,0.12923312136910572,0.0009794881953130235,5,False
scimilarity,MLP,split03,Energy dist,1.0920692827374396,0.2587171164701594,5,False
scimilarity,MLP,split03,Pathway,0.495850265470554,0.00442574234017346,5,True
scimilarity,MLP,split03,Coexpression,0.8660275180183721,0.001502313191314196,5,True
scimilarity,MLP,split03,Cell cycle,0.37248407510657155,0.013058974735362779,5,True
scimilarity,MLP,split03,Cytokine,0.8783302204797054,0.007939139841956065,5,True
scimilarity,MLP,split03,DEG dice@100,0.17448943764328181,0.02606892126431328,5,True
scimilarity,MLP,split03,LogFC Sp.,0.39913785739640445,0.013109838386324105,5,True
scimilarity,KNN_10,split01,R²,0.8060938740844158,0.009964443032545402,5,True
scimilarity,KNN_10,split01,MSE,0.1523142234261194,0.0013679767315729553,5,False
scimilarity,KNN_10,split01,Energy dist,0.9970767290113762,0.8925125231078626,5,False
scimilarity,KNN_10,split01,Pathway,0.25184528797299033,0.0036662254822068404,5,True
scimilarity,KNN_10,split01,Coexpression,0.9508036626489819,0.0020759383995951684,5,True
scimilarity,KNN_10,split01,Cell cycle,0.39753227976104544,0.015134053369490493,5,True
scimilarity,KNN_10,split01,Cytokine,0.767816083506449,0.005669259190952917,5,True
scimilarity,KNN_10,split01,DEG dice@100,0.20325540251721536,0.026853908510469197,5,True
scimilarity,KNN_10,split01,LogFC Sp.,0.3009353772369334,0.08927802793072283,5,True
scimilarity,KNN_10,split02,R²,0.8902327495462755,0.009104937045703003,5,True
scimilarity,KNN_10,split02,MSE,0.13799068672549017,0.0017218579805748343,5,False
scimilarity,KNN_10,split02,Energy dist,1.499037157851215,0.4823613743346861,5,False
scimilarity,KNN_10,split02,Pathway,0.41310254483758085,0.003015954471532323,5,True
scimilarity,KNN_10,split02,Coexpression,0.9539336775756404,0.0011644288189389487,5,True
scimilarity,KNN_10,split02,Cell cycle,0.3780761541419325,0.00941350717384291,5,True
scimilarity,KNN_10,split02,Cytokine,0.83856334251034,0.011065215771668559,5,True
scimilarity,KNN_10,split02,DEG dice@100,0.34104136249926503,0.02472283011316001,5,True
scimilarity,KNN_10,split02,LogFC Sp.,0.3693682023473933,0.03427161697234928,5,True
scimilarity,KNN_10,split03,R²,0.9114757234003485,0.006209786459918614,5,True
scimilarity,KNN_10,split03,MSE,0.1315838851495935,0.0010057600109552437,5,False
scimilarity,KNN_10,split03,Energy dist,0.6865951517136409,0.5424790150895384,5,False
scimilarity,KNN_10,split03,Pathway,0.44231225156239773,0.004050642364671451,5,True
scimilarity,KNN_10,split03,Coexpression,0.9519058386888675,0.0018500380649082006,5,True
scimilarity,KNN_10,split03,Cell cycle,0.391497301839856,0.011813438338467486,5,True
scimilarity,KNN_10,split03,Cytokine,0.8704430668929801,0.009963853856273052,5,True
scimilarity,KNN_10,split03,DEG dice@100,0.3672235215577101,0.013290039929223315,5,True
scimilarity,KNN_10,split03,LogFC Sp.,0.39518134048448905,0.004712537652716515,5,True
scimilarity,KNN_20,split01,R²,0.7975405133037425,0.010596535010920975,5,True
scimilarity,KNN_20,split01,MSE,0.1526201280514925,0.001422783358975943,5,False
scimilarity,KNN_20,split01,Energy dist,0.7918037727264036,0.8909924191224551,5,False
scimilarity,KNN_20,split01,Pathway,0.24410550120980026,0.0029431631246931646,5,True
scimilarity,KNN_20,split01,Coexpression,0.9390975204337316,0.002799636366748462,5,True
scimilarity,KNN_20,split01,Cell cycle,0.38493959989559334,0.014719986480351896,5,True
scimilarity,KNN_20,split01,DEG dice@100,0.18148488571308868,0.022854895369202575,5,True
scimilarity,KNN_20,split01,LogFC Sp.,0.26820497415998357,0.0751844174780942,5,True
scimilarity,KNN_20,split02,R²,0.8894614922299106,0.008928147090386834,5,True
scimilarity,KNN_20,split02,MSE,0.13741762654431372,0.001691700470156281,5,False
scimilarity,KNN_20,split02,Energy dist,1.0419653160595792,0.6286986079093021,5,False
scimilarity,KNN_20,split02,Pathway,0.4190025792023458,0.00420619417053163,5,True
scimilarity,KNN_20,split02,Coexpression,0.9391244768415685,0.0010831494044680973,5,True
scimilarity,KNN_20,split02,Cell cycle,0.370421181173879,0.008688168743221921,5,True
scimilarity,KNN_20,split02,DEG dice@100,0.3132281613519556,0.019450380455653303,5,True
scimilarity,KNN_20,split02,LogFC Sp.,0.35365047390036575,0.027759172157178363,5,True
scimilarity,KNN_20,split03,R²,0.9095246840783251,0.006529215472794679,5,True
scimilarity,KNN_20,split03,MSE,0.1317732741195122,0.0010172076792085527,5,False
scimilarity,KNN_20,split03,Energy dist,0.6490409332091358,0.43237634467898906,5,False
scimilarity,KNN_20,split03,Pathway,0.44501829858445746,0.004856301915334103,5,True
scimilarity,KNN_20,split03,Coexpression,0.9361226489878481,0.002843201999575927,5,True
scimilarity,KNN_20,split03,Cell cycle,0.37986574621697267,0.0073367613048180395,5,True
scimilarity,KNN_20,split03,DEG dice@100,0.33582399015146897,0.015765893139336202,5,True
scimilarity,KNN_20,split03,LogFC Sp.,0.3805651869562226,0.006977981768058852,5,True
scimilarity,Transformer,split01,R²,0.6613878681510686,0.01582111866699237,5,True
scimilarity,Transformer,split01,MSE,0.17431635522283612,0.001551524551973518,5,False
scimilarity,Transformer,split01,Energy dist,3.364018707274435,3.237429026287368,5,False
scimilarity,Transformer,split01,Pathway,0.3560017111435956,0.0033948000128778315,5,True
scimilarity,Transformer,split01,Coexpression,0.7806647951506244,0.0022806377116017323,5,True
scimilarity,Transformer,split01,Cell cycle,0.3680102295442613,0.0080607057193392,5,True
scimilarity,Transformer,split01,Cytokine,0.8207916780967199,0.010789623572033674,5,True
scimilarity,Transformer,split01,DEG dice@100,0.12565893998263458,0.03584856708461228,5,True
scimilarity,Transformer,split01,LogFC Sp.,0.2614359458462836,0.005245326342888603,5,True
scimilarity,Transformer,split02,R²,0.8481911484624298,0.01357433826635323,5,True
scimilarity,Transformer,split02,MSE,0.1445061611667485,0.0013008861697142886,5,False
scimilarity,Transformer,split02,Energy dist,1.0406764901768661,0.6481218963371449,5,False
scimilarity,Transformer,split02,Pathway,0.43803178927915914,0.005268842198659051,5,True
scimilarity,Transformer,split02,Coexpression,0.7889848933852985,0.0022192993541733687,5,True
scimilarity,Transformer,split02,Cell cycle,0.3239376243680006,0.008048291678471589,5,True
scimilarity,Transformer,split02,Cytokine,0.8433522106472255,0.01495760139734361,5,True
scimilarity,Transformer,split02,DEG dice@100,0.16411900033225982,0.01749668373032967,5,True
scimilarity,Transformer,split02,LogFC Sp.,0.30355670982804395,0.012306156057522168,5,True
scimilarity,Transformer,split03,R²,0.8732645686217181,0.020507345638037567,5,True
scimilarity,Transformer,split03,MSE,0.1367600540945849,0.0022726193318940513,5,False
scimilarity,Transformer,split03,Energy dist,1.4133262726867735,0.7867809104717283,5,False
scimilarity,Transformer,split03,Pathway,0.4461621145812577,0.010918912713784996,5,True
scimilarity,Transformer,split03,Coexpression,0.8044793185088602,0.004070971262584113,5,True
scimilarity,Transformer,split03,Cell cycle,0.3607233435273257,0.01340102592761695,5,True
scimilarity,Transformer,split03,Cytokine,0.8644329090383612,0.009320924547044758,5,True
scimilarity,Transformer,split03,DEG dice@100,0.14320150981463664,0.019589373268094235,5,True
scimilarity,Transformer,split03,LogFC Sp.,0.30714178506781664,0.030614497867473462,4,True