autogluon/tabarena

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A Living Benchmark for Machine Learning on Tabular Data

Stars: 313
Forks: 74
Open beginner issues: 0
Indexed issues: 19
Avg merge: 1d 3h
Merged PRs (30d): 93

Dominant language: Python
License: Apache-2.0
Last GitHub push: Sep 18, 2026
Latest indexed: Sep 14, 2026
Contributing guide: Contributing guide
Code of conduct: Code of conduct
Beginner labels: No beginner labels indexed

Beginner friendly Everything

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18 open issues indexed

Linear classification search space includes L1, but AutoGluon only fits L2 Open

Difficulty 4/5 3-5 days Newbie friendliness 32/100

autogluon/tabarena#598 · Opened Sep 21, 2026
[Submission] TabNaru: a 28.5M-parameter tabular regression model Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

autogluon/tabarena#535 · 1 comment · Opened Sep 13, 2026
[Suggestion] some potentially other useful subsets for BeyondArena Open

Difficulty 3/5 1-2 days Newbie friendliness 58/100

autogluon/tabarena#516 · 5 comments · Opened Sep 5, 2026
[Suggestion] Very and extremely low dimensional data set Open

TabArena-v0.X

autogluon/tabarena#513 · 1 comment · 1 reaction · 1 assignee · Opened Sep 4, 2026
Interest check: HPO-tunable preprocessing as a first-class concept in TabArena? Open

TabArena-v0.X

autogluon/tabarena#509 · 4 comments · 1 assignee · Opened Sep 3, 2026
[Model Integration] Add Automatic Piecewise Linear Regression (APLR) to TabArena Open

new model

autogluon/tabarena#486 · 3 comments · 1 assignee · Opened Aug 29, 2026
[Meta] Potential integration of ensemble method benchmarking utilities Open

enhancement meta

Difficulty 5/5 Over a week Newbie friendliness 25/100

autogluon/tabarena#334 · 1 comment · Opened Jun 5, 2026
[Meta] CASH Simulation for post-hoc ensembling Open

meta

autogluon/tabarena#258 · 1 comment · 1 assignee · Opened Feb 2, 2026
[Meta] custom post-hoc ensembling Open

meta

Difficulty 5/5 Over a week Newbie friendliness 20/100

autogluon/tabarena#250 · 1 comment · Opened Jan 2, 2026
[TechDebt] Meaning of fold in the results parquet file Open

documentation TechDebt

Difficulty 3/5 1-2 days Newbie friendliness 35/100

autogluon/tabarena#209 · 2 comments · Opened Sep 12, 2025
[TabArena-v0.X] Tune criterion for RF / XT Open

TabArena-v0.X

Difficulty 3/5 1-2 days Newbie friendliness 38/100

autogluon/tabarena#203 · Opened Aug 25, 2025
[TechDebt] Improve Getting Datasets Workflow Open

TechDebt

Difficulty 5/5 Over a week Newbie friendliness 25/100

autogluon/tabarena#179 · 9 comments · Opened Jul 3, 2025
[TechDebt] Add logic to check if weights are downloaded before doing parllel bagged Open

TechDebt

Difficulty 4/5 3-5 days Newbie friendliness 45/100

autogluon/tabarena#160 · 1 comment · Opened May 30, 2025
[TechDebt] Refactor AbstractModel Interface Open

enhancement TechDebt

autogluon/tabarena#159 · 3 comments · 2 assignees · Opened May 30, 2025
[TechDebt] OOM Prevention during Bagging / Improve memory estimation logic Open

TechDebt

Difficulty 5/5 Over a week Newbie friendliness 35/100

autogluon/tabarena#135 · Opened Apr 28, 2025
[TechDebt] Add sklearn-compatible AG AbstractModel skeleton Open

TechDebt

Difficulty 4/5 3-5 days Newbie friendliness 35/100

autogluon/tabarena#127 · Opened Apr 9, 2025
[TabArena-v0.X] Try better fillna / cat encoding strategies for RF/XT/KNN Open

TabArena-v0.X

Difficulty 5/5 Over a week Newbie friendliness 25/100

autogluon/tabarena#124 · 3 comments · Opened Apr 8, 2025
[Meta] Try switching to geometric mean for portfolio building Open

meta

Difficulty 5/5 Over a week Newbie friendliness 42/100

autogluon/tabarena#114 · Opened Mar 18, 2025

autogluon/tabarena

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