The net:cal calibration framework is a Python 3 library for measuring and mitigating miscalibration of uncertainty estimates, e.g., by a neural network.
active 2023-08-18 → 2026-04-16 (UTC)
Activity over time
Daily event counts in the loaded window
Line chart, 973 days from 2023-08-18 to 2026-04-16. Pushes: 2 total, peak 1 in a day. Pull requests: 0 total, peak 0 in a day. Issues: 12 total, peak 1 in a day. Comments: 6 total, peak 2 in a day. Stars: 67 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 |
|---|---|---|---|---|
| fabiankueppers | 8 | 2 | 0 | 3 |
| Ruhallah93 | 5 | 0 | 0 | 3 |
| Niko-k98 | 1 | 0 | 0 | 0 |
| Beemd | 1 | 0 | 0 | 0 |
| soberguo | 1 | 0 | 0 | 0 |
| venk-na | 1 | 0 | 0 | 0 |
| anishkanabar | 1 | 0 | 0 | 0 |
| YuanyuanLi96 | 1 | 0 | 0 | 0 |
| vitawasalreadytaken | 1 | 0 | 0 | 0 |
Recent activity
Latest issues, pull requests and releases
- Issue comment#63fabiankueppers2025-07-09 12:28Clarification needed: Use of network logits vs. predicted probabilities for calibration input in the framework
- Issue#63venk-na2025-07-03 09:45Clarification needed: Use of network logits vs. predicted probabilities for calibration input in the framework
- Issue#62vitawasalreadytaken2025-06-09 14:03Dependence on tikzplotlib makes netcal.presentation unusable
- Issue#60soberguo2024-08-18 08:34Why do I already have torch installed, but when I install this package with pip, it still forces the torch to be updated?
- Issue#58Beemd2024-07-20 01:45Issue with Probabilistic Regression GPBeta
- Issue comment#57Ruhallah932024-05-26 09:59ENIR
- Issue#56Ruhallah932024-05-12 10:07NaN outputs
- Issue comment#55Ruhallah932024-05-04 19:21TemperatureScaling
- Issue comment#55Ruhallah932024-05-04 18:59TemperatureScaling
- Issue comment#55fabiankueppers2024-05-02 06:28TemperatureScaling
- Issue#55fabiankueppers2024-05-02 06:28TemperatureScaling
- Issue#55Ruhallah932024-04-20 14:18TemperatureScaling
- Issue#51fabiankueppers2023-12-18 07:40Question about input range of multivariate confidence calibration
- Issue#50anishkanabar2023-11-21 23:52SystemError: PY_SSIZE_T_CLEAN macro must be defined for '#' formats
- Issue#48YuanyuanLi962023-10-26 23:14TemperatureScaling().transform() return input confidences.
- Issue#47Niko-k982023-10-11 20:03inference with calibrated model
- Issue comment#46fabiankueppers2023-08-30 07:28How to evaluate using D-ECE
- Issue#46fabiankueppers2023-08-30 07:28How to evaluate using D-ECE
Totals cover only the window loaded into ClickHouse and count events, not GitHub's lifetime totals — 67 stars here means stars gained during the window, not the repo's star count.