RelBench: A Benchmark for Deep Learning on Relational Databases
Paper • 2407.20060 • Published • 9
model stringlengths 3 37 | author stringclasses 4
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values | relbench_version stringclasses 2
values | official_or_not stringclasses 1
value | test stringlengths 39 1.19k | valid stringlengths 39 1.19k | paper_url stringclasses 1
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value | submitted_time timestamp[s] | task stringclasses 5
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class |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
EntityMean | Rishabh | ranjanr@stanford.edu | 1.1.0 | Official | {
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"rel-event/user-attendance": [
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... | 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 | {
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... | 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 | {
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... | 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 | {
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... | {
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... | 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 | {
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3.02... | {
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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 | {
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... | 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 | {
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"rel-amazon/user-item-review": [
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0.00028925571834824475... | 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 | {
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"rel-avito/us... | 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": [
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"rel-event/user-attend... | {
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"rel-event/user-atten... | 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 | {
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"rel-avito/user-ad-visit": [
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"rel-avito/user-ad-visit": [
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 | {
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... | {
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"rel-amazon/user-item-review": [
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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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... | {
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9.453559217571551e-06... | 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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"rel-avito/user-visits": [
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"rel-avito/u... | {
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"rel-avito/u... | 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 | {
"rel-amazon/user-ltv": [
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"rel-event/user-attenda... | {
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"rel-avito/ad-ctr": [
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"rel-event/user-attendanc... | 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 | {
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"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... | {
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"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... | 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 | {
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"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
Check out the documentation for more information.
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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