A machine learning benchmark of in-the-wild distribution shifts, with data loaders, evaluators, and default models.
active 2023-08-21 → 2026-05-04 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 988 days from 2023-08-21 to 2026-05-04. Pushes: 0 total, peak 0 in a day. Pull requests: 3 total, peak 2 in a day. Issues: 13 total, peak 1 in a day. Comments: 10 total, peak 2 in a day. Stars: 64 total, peak 3 in a day.
- Pushes
- Pull requests
- Issues
- Comments
- Stars
Stars, PRs, issues and forks are under-captured in the later part of this window. GH Archive progressively stopped capturing non-push events during 2026 — −95% or worse by the end of the window. Every series here except Pushes fades for that reason, so a decline above reflects the archive, not this repository. Pushes stay reliable throughout, so read them, and the contributor counts derived from them, as the real signal. Data health has the measurements.
Top contributors
Pushes, PRs, issues, reviews and comments — stars and forks excluded, so this is contribution rather than popularity
| Contributor | Contributions | Pushes | PRs | Comments |
|---|---|---|---|---|
| ssagawa | 7 | 0 | 0 | 4 |
| lukagolf | 3 | 0 | 2 | 1 |
| jonwill8 | 2 | 0 | 0 | 0 |
| Solacex | 1 | 0 | 0 | 1 |
| lrast | 1 | 0 | 1 | 0 |
| shuvom-s | 1 | 0 | 0 | 1 |
| hhybang | 1 | 0 | 0 | 0 |
| sara4585 | 1 | 0 | 0 | 0 |
| Yawen-Zhao-820 | 1 | 0 | 0 | 0 |
| AbdoSharaf98 | 1 | 0 | 0 | 0 |
| dutchhansen | 1 | 0 | 0 | 1 |
| richardso21 | 1 | 0 | 0 | 1 |
| sangmichaelxie | 1 | 0 | 0 | 1 |
| divyansha | 1 | 0 | 0 | 0 |
| ksprague2 | 1 | 0 | 0 | 0 |
| juanelenter | 1 | 0 | 0 | 0 |
| adamtupper | 1 | 0 | 0 | 0 |
Recent activity
Latest issues, pull requests and releases
- Issue#171adamtupper2025-06-23 15:34Issue downloading datasets from CodaLab
- Issue comment#170ssagawa2025-05-17 20:22Codalab migrated to Codabench raising errors on `get_dataset`
- Issue#170ssagawa2025-05-17 20:22Codalab migrated to Codabench raising errors on `get_dataset`
- Pull request#168lrast2025-04-18 20:12
- Issue#167divyansha2025-01-23 05:31Downloading Waterbirds isn't Working Anymore
- Issue comment#164richardso212024-10-13 01:57No longer able to download iwildcam
- Issue#164ksprague22024-10-04 20:32No longer able to download iwildcam
- Issue#162jonwill82024-09-05 01:23Issue with Loading FMoW Dataset
- Issue#162jonwill82024-08-27 21:42Issue with Loading FMoW Dataset
- Issue comment#52shuvom-s2024-04-10 03:31Cannot fetch 'ogb-molpcba' dataset due to missing arg
- Issue comment#159ssagawa2024-04-09 23:29Unable to retrieve CodaLab experiment outputs
- Issue#159ssagawa2024-04-09 23:29Unable to retrieve CodaLab experiment outputs
- Issue#160hhybang2024-04-05 18:09Getting no output after running model training script for 12+ hours
- Issue comment#158ssagawa2024-03-03 22:45The Waterbirds dataset's link is invalid
- Issue#158ssagawa2024-03-03 22:45The Waterbirds dataset's link is invalid
- Issue comment#158ssagawa2024-03-03 22:41The Waterbirds dataset's link is invalid
- Issue comment#158dutchhansen2024-03-02 18:32The Waterbirds dataset's link is invalid
- Issue#158Yawen-Zhao-8202024-02-22 04:13The Waterbirds dataset's link is invalid
- Issue#157sara45852024-02-17 19:13Poverty Map: Unable to map the image_id to its corresponding wealth_pool and country domain from the dhs_meta.csv file.
- Issue comment#135Solacex2024-01-27 23:07`assert` error in new wilds version with FMoW
- Issue comment#154lukagolf2023-12-10 23:05Mixed strategy
- Pull request#154lukagolf2023-12-10 23:05
- Pull request#154lukagolf2023-12-10 23:01
- Issue#153AbdoSharaf982023-11-06 03:25Error loading the og-molpcba dataset
- Issue comment#151sangmichaelxie2023-08-30 18:27Poverty Train and Val transforms
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 64 stars here means stars gained during the window, not the repo's star count.