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class |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
EntityMean
|
Rishabh
|
ranjanr@stanford.edu
|
1.1.0
|
Official
|
{
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0.0
],
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0.0
],
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],
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0.44801551660666056,
0.0
]
}
|
{
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0.0
],
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57.08286985539488,
0.0
],
"rel-trial/site-success": [
0.4465355109192712,
0.0
]
}
|
https://github.com/snap-stanford/relbench
|
Yes
|
PENDING
| 2024-07-27T18:58:35
|
Entity Regression
| false
|
|
EntityMedian
|
Rishabh
|
ranjanr@stanford.edu
|
1.1.0
|
Official
|
{
"rel-amazon/user-ltv": [
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0.0
],
"rel-amazon/item-ltv": [
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0.0
],
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0.0
],
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0.0
],
"rel-f1/driver-position": [
8.518508771929824,
0.0
],
"rel-hm/item-sales": [
0.07803318688455287,
0.0
],
"rel-stack/post-votes": [
0.06937409495161681,
0.0
],
"rel-trial/study-adverse": [
57.930277598450616,
0.0
],
"rel-trial/site-success": [
0.4411477475199991,
0.0
]
}
|
{
"rel-amazon/user-ltv": [
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0.0
],
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68.92166384194326,
0.0
],
"rel-avito/ad-ctr": [
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0.0
],
"rel-event/user-attendance": [
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0.0
],
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7.114261857047428,
0.0
],
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0.0
],
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0.0
],
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0.0
],
"rel-trial/site-success": [
0.44984742358561663,
0.0
]
}
|
https://github.com/snap-stanford/relbench
|
Yes
|
PENDING
| 2024-07-27T18:59:13
|
Entity Regression
| false
|
|
GlobalMean
|
Rishabh Ranjan
|
ranjanr@stanford.edu
|
1.0.0
|
Official
|
{
"rel-amazon/user-ltv": [
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0.0
],
"rel-amazon/item-ltv": [
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0.0
],
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],
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0.0
],
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4.512880528786755,
0.0
],
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0.0
],
"rel-stack/post-votes": [
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0.0
],
"rel-trial/study-adverse": [
73.78145391778068,
0.0
],
"rel-trial/site-success": [
0.4676489862728445,
0.0
]
}
|
{
"rel-amazon/user-ltv": [
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0.0
],
"rel-amazon/item-ltv": [
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0.0
],
"rel-avito/ad-ctr": [
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0.0
],
"rel-event/user-attendance": [
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0.0
],
"rel-f1/driver-position": [
4.334384713790029,
0.0
],
"rel-hm/item-sales": [
0.1423478264249457,
0.0
],
"rel-stack/post-votes": [
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0.0
],
"rel-trial/study-adverse": [
75.00845218197522,
0.0
],
"rel-trial/site-success": [
0.46222182582398963,
0.0
]
}
|
https://github.com/snap-stanford/relbench
|
Yes
|
PENDING
| 2024-07-22T20:07:59
|
Entity Regression
| false
|
|
GlobalMedian
|
Rishabh Ranjan
|
ranjanr@stanford.edu
|
1.0.0
|
Official
|
{
"rel-amazon/user-ltv": [
16.78297941088708,
0.0
],
"rel-amazon/item-ltv": [
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0.0
],
"rel-avito/ad-ctr": [
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0.0
],
"rel-event/user-attendance": [
0.2635342185903984,
0.0
],
"rel-f1/driver-position": [
4.399100877192982,
0.0
],
"rel-hm/item-sales": [
0.07608704511241236,
0.0
],
"rel-stack/post-votes": [
0.0679042653026979,
0.0
],
"rel-trial/study-adverse": [
57.53324725629438,
0.0
],
"rel-trial/site-success": [
0.46222197509331003,
0.0
]
}
}
|
{
"rel-amazon/user-ltv": [
14.1407152409027,
0.0
],
"rel-amazon/item-ltv": [
59.4714964246787,
0.0
],
"rel-avito/ad-ctr": [
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0.0
],
"rel-event/user-attendance": [
0.26179831097863887,
0.0
],
"rel-f1/driver-position": [
4.135571142284569,
0.0
],
"rel-hm/item-sales": [
0.08569022180582607,
0.0
],
"rel-stack/post-votes": [
0.06169022379269729,
0.0
],
"rel-trial/study-adverse": [
56.78587319243604,
0.0
],
"rel-trial/site-success": [
0.4749371681853262,
0.0
]
}
|
https://github.com/snap-stanford/relbench
|
Yes
|
PENDING
| 2024-07-12T23:28:53
|
Node Regression
| false
|
|
GlobalPopularity
|
Rishabh Ranjan
|
ranjanr@stanford.edu
|
1.0.0
|
Official
|
{
"rel-amazon/user-item-purchase": [
0.002439514491349994,
0.0
],
"rel-amazon/user-item-rate": [
0.0014802344167351655,
0.0
],
"rel-amazon/user-item-review": [
0.001139386126200033,
0.0
],
"rel-avito/user-ad-visit": [
3.0202986623036996e-05,
0.0
],
"rel-hm/user-item-purchase": [
0.0030455769442783946,
0.0
],
"rel-stack/user-post-comment": [
0.0001815379783717515,
0.0
],
"rel-stack/post-post-related": [
0.014601326801019839,
0.0
],
"rel-trial/condition-sponsor-run": [
0.02520104116026576,
0.0
],
"rel-trial/site-sponsor-run": [
0.03745140001309183,
0.0
]
}
}
|
{
"rel-amazon/user-item-purchase": [
0.0030718536421478855,
0.0
],
"rel-amazon/user-item-rate": [
0.0015644483520550422,
0.0
],
"rel-amazon/user-item-review": [
0.0017885739626372142,
0.0
],
"rel-avito/user-ad-visit": [
0.00012747860491280885,
0.0
],
"rel-hm/user-item-purchase": [
0.003573907801429668,
0.0
],
"rel-stack/user-post-comment": [
0.00033064702945488357,
0.0
],
"rel-stack/post-post-related": [
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0.0
],
"rel-trial/condition-sponsor-run": [
0.026318426524328566,
0.0
],
"rel-trial/site-sponsor-run": [
0.049067554357965164,
0.0
]
}
|
https://github.com/snap-stanford/relbench
|
Yes
|
PENDING
| 2024-07-12T23:34:41
|
Link Prediction
| false
|
|
GlobalZero
|
Rishabh Ranjan
|
ranjanr@stanford.edu
|
1.0.0
|
Official
|
{
"rel-amazon/user-ltv": [
16.78297941088708,
0.0
],
"rel-amazon/item-ltv": [
77.1255633249969,
0.0
],
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0.0
],
"rel-event/user-attendance": [
0.2635342185903984,
0.0
],
"rel-f1/driver-position": [
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0.0
],
"rel-hm/item-sales": [
0.07608704511241236,
0.0
],
"rel-stack/post-votes": [
0.0679042653026979,
0.0
],
"rel-trial/study-adverse": [
57.930277598450616,
0.0
],
"rel-trial/site-success": [
0.46222197509331003,
0.0
]
}
}
|
{
"rel-amazon/user-ltv": [
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0.0
],
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0.0
],
"rel-avito/ad-ctr": [
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0.0
],
"rel-event/user-attendance": [
0.26179831097863887,
0.0
],
"rel-f1/driver-position": [
11.083199732798931,
0.0
],
"rel-hm/item-sales": [
0.08569022180582607,
0.0
],
"rel-stack/post-votes": [
0.06169022379269729,
0.0
],
"rel-trial/study-adverse": [
57.08286985539488,
0.0
],
"rel-trial/site-success": [
0.4749371681853262,
0.0
]
}
|
https://github.com/snap-stanford/relbench
|
Yes
|
PENDING
| 2024-07-12T23:27:52
|
Node Regression
| false
|
|
LightGBM
|
Rishabh Ranjan
|
ranjanr@stanford.edu
|
1.0.0
|
Official
|
{
"rel-amazon/user-item-purchase": [
0.001630855847844847,
0.0004708126376754909
],
"rel-amazon/user-item-rate": [
0.0017496281872365616,
8.835786960046806e-05
],
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0.0008704540048151772,
0.00010586308356596091
],
"rel-avito/user-ad-visit": [
0.0005587632626291687,
8.150795984354444e-05
],
"rel-hm/user-item-purchase": [
0.00376360001782194,
0.00018486036142514577
],
"rel-stack/user-post-comment": [
0.00044858558915106923,
0.0002661269027539289
],
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0.020046806706041077,
0.004314974661587315
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0.002036811906504118
],
"rel-trial/site-sponsor-run": [
0.08398875713620833,
0.007013803832442539
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}
}
|
{
"rel-amazon/user-item-purchase": [
0.001829338985559805,
0.0007040565062831479
],
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0.0021765331181059135,
0.00024305693630941792
],
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0.0013792031887053706,
0.00028925571834824475
],
"rel-avito/user-ad-visit": [
0.001687157341497017,
7.770244505494461e-05
],
"rel-hm/user-item-purchase": [
0.004428698926335751,
0.0002653561657888646
],
"rel-stack/user-post-comment": [
0.0004433814770395493,
0.00015136779682165558
],
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0.016217994976445417,
0.0035769065229328593
],
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0.04883078007307716,
0.001297930667284373
],
"rel-trial/site-sponsor-run": [
0.10923232501178788,
0.0066953322291460554
]
}
|
https://github.com/snap-stanford/relbench
|
Yes
|
PENDING
| 2024-07-12T23:34:00
|
Link Prediction
| false
|
|
LightGBM
|
Rishabh
|
ranjanr@stanford.edu
|
1.1.0
|
Official
|
{
"rel-amazon/user-churn": [
0.5221865659918234,
0.0006223072312020021
],
"rel-amazon/item-churn": [
0.6254403568354728,
0.0017606424839854713
],
"rel-avito/user-visits": [
0.5305011573675401,
0.0032400701349854623
],
"rel-avito/user-clicks": [
0.5360040824216801,
0.00590596827627743
],
"rel-event/user-repeat": [
0.6803542780748664,
0.018191759260331185
],
"rel-event/user-ignore": [
0.7992729986345306,
0.004945362078946404
],
"rel-f1/driver-dnf": [
0.6855970331332651,
0.03887067992733174
],
"rel-f1/driver-top3": [
0.7391604828595317,
0.05749144996919724
],
"rel-hm/user-churn": [
0.5520608778853136,
0.0012013047688778974
],
"rel-stack/user-engagement": [
0.6339110492311246,
0.0025754375630990113
],
"rel-stack/user-badge": [
0.6343114562312466,
0.0011713614524831609
],
"rel-trial/study-outcome": [
0.7009468114731272,
0.01413312804905564
]
}
|
{
"rel-amazon/user-churn": [
0.5204988537436739,
0.0005694032104743626
],
"rel-amazon/item-churn": [
0.6238606159066055,
0.002039755238137958
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"rel-avito/user-visits": [
0.5330593795047813,
0.0008787413795086901
],
"rel-avito/user-clicks": [
0.5563114700804068,
0.0031229749816786864
],
"rel-event/user-repeat": [
0.6775975473801561,
0.009675610749680413
],
"rel-event/user-ignore": [
0.8796192123573077,
0.002845952576955885
],
"rel-f1/driver-dnf": [
0.684150566893424,
0.011443774935745865
],
"rel-f1/driver-top3": [
0.6776477755281217,
0.027509234131463684
],
"rel-hm/user-churn": [
0.5605126334813939,
0.000498089368428075
],
"rel-stack/user-engagement": [
0.6512120017084208,
0.0025308898384556046
],
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0.6538764916508255,
0.0005299557988134753
],
"rel-trial/study-outcome": [
0.6830454031692422,
0.005325783027911862
]
}
|
https://github.com/snap-stanford/relbench
|
Yes
|
PENDING
| 2024-07-27T18:52:36
|
Entity Classification
| false
|
|
LightGBM
|
Rishabh Ranjan
|
ranjanr@stanford.edu
|
1.0.0
|
Official
|
{
"rel-amazon/user-ltv": [
16.78298292602859,
7.860095371165901e-06
],
"rel-amazon/item-ltv": [
60.56862666634758,
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0.040841084506043464,
0.00013667138614354034
],
"rel-event/user-attendance": [
0.2635337601312742,
1.0251457665855724e-06
],
"rel-f1/driver-position": [
4.17016380918611,
0.13704829442798047
],
"rel-hm/item-sales": [
0.07608704511241236,
0.0
],
"rel-stack/post-votes": [
0.0679042653026979,
0.0
],
"rel-trial/study-adverse": [
44.01052769391361,
0.9977053392665738
],
"rel-trial/site-success": [
0.4252998219916556,
0.0031540251964186517
]
}
}
|
{
"rel-amazon/user-ltv": [
14.140719005107702,
8.417018259583206e-06
],
"rel-amazon/item-ltv": [
55.74058983408897,
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],
"rel-event/user-attendance": [
0.2617971645961191,
2.5633892422195383e-06
],
"rel-f1/driver-position": [
3.449589203405597,
0.02966625115641119
],
"rel-hm/item-sales": [
0.08569022180582607,
0.0
],
"rel-stack/post-votes": [
0.0616902237926973,
7.757919228897728e-18
],
"rel-trial/study-adverse": [
45.77434235418523,
1.190763432742923
],
"rel-trial/site-success": [
0.41708456825552237,
0.0033370558676511894
]
}
|
https://github.com/snap-stanford/relbench
|
Yes
|
PENDING
| 2024-07-12T23:27:08
|
Node Regression
| false
|
|
PastVisit
|
Rishabh Ranjan
|
ranjanr@stanford.edu
|
1.0.0
|
Official
|
{
"rel-amazon/user-item-purchase": [
0.000612583587309178,
0.0
],
"rel-amazon/user-item-rate": [
0.0007465142448082871,
0.0
],
"rel-amazon/user-item-review": [
0.00035276168141009387,
0.0
],
"rel-avito/user-ad-visit": [
0.019540686395531047,
0.0
],
"rel-hm/user-item-purchase": [
0.008919380379299196,
0.0
],
"rel-stack/user-post-comment": [
0.014213443271441268,
0.0
],
"rel-stack/post-post-related": [
0.01744186046511628,
0.0
],
"rel-trial/condition-sponsor-run": [
0.08423263275313186,
0.0
],
"rel-trial/site-sponsor-run": [
0.17313808431552422,
0.0
]
}
|
{
"rel-amazon/user-item-purchase": [
0.0007392624381531525,
0.0
],
"rel-amazon/user-item-rate": [
0.0009043049040490296,
0.0
],
"rel-amazon/user-item-review": [
0.0004952987312352962,
0.0
],
"rel-avito/user-ad-visit": [
0.036644430049472494,
0.0
],
"rel-hm/user-item-purchase": [
0.010741534284681926,
0.0
],
"rel-stack/user-post-comment": [
0.020502514255402726,
0.0
],
"rel-stack/post-post-related": [
0.0,
0.0
],
"rel-trial/condition-sponsor-run": [
0.08581058139613722,
0.0
],
"rel-trial/site-sponsor-run": [
0.15896832488376544,
0.0
]
}
|
https://github.com/snap-stanford/relbench
|
Yes
|
PENDING
| 2024-07-12T23:35:24
|
Link Prediction
| false
|
|
RDL (GraphSAGE)
|
Rishabh Ranjan
|
ranjanr@stanford.edu
|
1.0.0
|
Official
|
{
"rel-amazon/user-item-purchase": [
0.007434174424409322,
0.0007817546035696959
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|
{
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0.14086476440215906,
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}
|
https://github.com/snap-stanford/relbench
|
Yes
|
PENDING
| 2024-07-22T20:24:43
|
Recommendation
| false
|
|
RDL (ID-GNN)
|
Rishabh Ranjan
|
ranjanr@stanford.edu
|
1.0.0
|
Official
|
{
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0.00102081440415156,
1.1823752425226744e-05
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|
{
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}
|
https://github.com/snap-stanford/relbench
|
Yes
|
PENDING
| 2024-07-22T20:26:02
|
Recommendation
| false
|
|
RDL
|
Rishabh
|
ranjanr@stanford.edu
|
1.1.0
|
Official
|
{
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}
|
{
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0.6817668056058148,
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}
|
https://github.com/snap-stanford/relbench
|
Yes
|
PENDING
| 2024-07-27T18:51:07
|
Entity Classification
| false
|
|
RDL
|
Rishabh
|
ranjanr@stanford.edu
|
1.1.0
|
Official
|
{
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}
|
{
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0.40093374169559537,
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]
}
|
https://github.com/snap-stanford/relbench
|
Yes
|
PENDING
| 2024-07-27T18:55:38
|
Entity Regression
| false
|
|
Relbench User Study
|
Alejandro Dobles
|
adobles@stanford.edu
|
1.0.0
|
Official
|
{
"rel-stack/user-engagement": [0.9035, 0.0005],
"rel-stack/user-badge": [0.8615, 0.0003],
"rel-amazon/user-churn": [0.6760, 0.0012],
"rel-amazon/item-churn": [0.8177, 0.0005],
"rel-hm/user-churn": [0.6896, 0.0002],
"rel-f1/driver-dnf": [0.6980, 0.0100],
"rel-f1/driver-top3": [0.8238, 0.0079],
"rel-trial/study-outcome": [0.7197, 0.0022],
}
|
{
"rel-stack/user-engagement": [0.9018, 0.0003],
"rel-stack/user-badge": [0.8771, 0.0003],
"rel-amazon/user-churn": [0.6782, 0.0010],
"rel-amazon/item-churn": [0.8165, 0.0004],
"rel-hm/user-churn": [0.6960, 0.0002],
"rel-f1/driver-dnf": [0.8156, 0.0027],
"rel-f1/driver-top3": [0.8988, 0.0025],
"rel-trial/study-outcome": [0.6886, 0.0031],
}
|
https://github.com/snap-stanford/relbench-user-study
|
Yes
|
PENDING
| 2024-07-22T21:30:30
|
Entity Classification
| false
|
|
Relbench User Study
|
Alejandro Dobles
|
adobles@stanford.edu
|
1.0.0
|
Official
|
{
"rel-stack/post-votes": [0.0646, 0.0004],
"rel-amazon/user-ltv": [13.9276, 0.0190],
"rel-amazon/item-ltv": [41.1216, 1.0574],
"rel-hm/item-sales": [0.0365, 0.0003],
"rel-f1/driver-position": [3.9633, 0.0439],
"rel-trial/study-adverse": [40.5815, 0.3832],
"rel-trial/site-success": [0.4070, 0.0108],
}
|
{
"rel-stack/post-votes": [0.0587, 0.0004],
"rel-amazon/user-ltv": [11.8671, 0.0098],
"rel-amazon/item-ltv": [39.2315, 1.1306],
"rel-hm/item-sales": [0.0440, 0.0002],
"rel-f1/driver-position": [2.8020, 0.0227],
"rel-trial/study-adverse": [41.8838, 0.4740],
"rel-trial/site-success": [0.4168, 0.0022],
}
|
https://github.com/snap-stanford/relbench-user-study
|
Yes
|
PENDING
| 2024-07-22T21:36:49
|
Entity Regression
| false
|
|
amazon_model_20240902_2021
|
Edvard Khachatryan Sahakyan
|
edwar_@outlook.com
|
1.1.0
|
Official
|
{'average_precision': [0.692384619362511, 2.8535117606406375e-06], 'accuracy': [0.6808462992170738, 2.273470025748736e-06], 'f1': [0.7665656621505399, 1.6102885442026277e-06], 'roc_auc': [0.6525484931274804, 3.855096585736885e-06]}
|
{'average_precision': [0.7204300152425203, 9.93055655984273e-07], 'accuracy': [0.6959286662501952, 1.5433574399833271e-06], 'f1': [0.7825683341194589, 1.2364777030275968e-06], 'roc_auc': [0.6529073739167573, 2.7577785669450563e-06]}
|
https://github.com/EdvardKS/RelBench-BS
|
Yes
|
PENDING
| 2024-09-02T18:52:00
|
Entity Classification
| false
|
|
amazon_model_checkpoint_20240902_2021
|
Edvard Khachatryan Sahakyan
|
edwar_@outlook.com
|
1.1.0
|
Official
|
{'rel-amazon/user-churn': [0.68,2.27]}
|
{'rel-amazon/user-churn': [0.69,1.54]}
|
https://github.com/EdvardKS/RelBench-BS
|
Yes
|
PENDING
| 2024-09-03T08:11:03
|
Entity Classification
| false
|
YAML Metadata
Warning:
empty or missing yaml metadata in repo card
(https://huggingface.co/docs/hub/datasets-cards)
Citation
@misc{robinson2024relbenchbenchmarkdeeplearning,
title={RelBench: A Benchmark for Deep Learning on Relational Databases},
author={Joshua Robinson and Rishabh Ranjan and Weihua Hu and Kexin Huang and Jiaqi Han and Alejandro Dobles and Matthias Fey and Jan E. Lenssen and Yiwen Yuan and Zecheng Zhang and Xinwei He and Jure Leskovec},
year={2024},
eprint={2407.20060},
archivePrefix={arXiv},
primaryClass={cs.LG},
url={https://arxiv.org/abs/2407.20060},
}
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