Exploration on-device self-supervised collaborative fine-tuning of large language models with limited local data availability, using Low-Rank Adaptation (LoRA). We introduce three distinct trust-weighted gradient aggregation schemes: weight similarity-based, prediction similarity-based and validation performance-based.
active 2024-04-15 → 2025-11-25 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 590 days from 2024-04-15 to 2025-11-25. Pushes: 105 total, peak 21 in a day. Pull requests: 6 total, peak 6 in a day. Issues: 1 total, peak 1 in a day. Comments: 0 total, peak 0 in a day. Stars: 12 total, peak 2 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 |
|---|---|---|---|---|
| TheImpressiveDonut | 106 | 100 | 6 | 0 |
| fan1dy | 4 | 4 | 0 | 0 |
| nsaadati | 1 | 0 | 0 | 0 |
| martinjaggi | 1 | 1 | 0 | 0 |
Recent activity
Latest issues, pull requests and releases
- Issue#4nsaadati2024-07-24 18:13Error Running Code: FileNotFoundError for AGNews Dataset
- Pull request#3TheImpressiveDonut2024-05-05 15:59
- Pull request#3TheImpressiveDonut2024-05-05 15:59
- Pull request#2TheImpressiveDonut2024-05-05 11:01
- Pull request#2TheImpressiveDonut2024-05-05 11:00
- Pull request#1TheImpressiveDonut2024-05-05 10:16
- Pull request#1TheImpressiveDonut2024-05-05 10:16
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 12 stars here means stars gained during the window, not the repo's star count.