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hawthorneluke
/
supernova-peak-predictor
like
0
Tabular Regression
MultimodalUniverse/btsbot
astronomy
supernova
regression
ztf
lightgbm
tabular
time-domain
uncertainty-quantification
quantile-regression
arxiv:
2401.15167
License:
mit
Model card
Files
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supernova-peak-predictor
18.4 MB
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1 contributor
History:
12 commits
hawthorneluke
Update README with uncertainty quantification results and improved documentation
b9e5fcf
verified
4 months ago
.gitattributes
Safe
1.52 kB
initial commit
4 months ago
README.md
9.64 kB
Update README with uncertainty quantification results and improved documentation
4 months ago
features.py
Safe
3.4 kB
Production LightGBM model — 49 features, 5-fold GroupKFold CV
4 months ago
model_days.pkl
pickle
Detected Pickle imports (4)
"lightgbm.sklearn.LGBMRegressor"
,
"collections.defaultdict"
,
"collections.OrderedDict"
,
"lightgbm.basic.Booster"
How to fix it?
1.38 MB
xet
Production LightGBM model — 49 features, 5-fold GroupKFold CV
4 months ago
model_days_q10.pkl
pickle
Detected Pickle imports (4)
"lightgbm.basic.Booster"
,
"collections.OrderedDict"
,
"collections.defaultdict"
,
"lightgbm.sklearn.LGBMRegressor"
How to fix it?
2.59 MB
xet
Add quantile model: days_q10
4 months ago
model_days_q50.pkl
pickle
Detected Pickle imports (4)
"collections.defaultdict"
,
"lightgbm.basic.Booster"
,
"collections.OrderedDict"
,
"lightgbm.sklearn.LGBMRegressor"
How to fix it?
2.59 MB
xet
Add quantile model: days_q50
4 months ago
model_days_q90.pkl
pickle
Detected Pickle imports (4)
"collections.OrderedDict"
,
"lightgbm.basic.Booster"
,
"lightgbm.sklearn.LGBMRegressor"
,
"collections.defaultdict"
How to fix it?
2.79 MB
xet
Add quantile model: days_q90
4 months ago
model_info.json
Safe
3.83 kB
Production LightGBM model — 49 features, 5-fold GroupKFold CV
4 months ago
model_mag.pkl
pickle
Detected Pickle imports (4)
"lightgbm.sklearn.LGBMRegressor"
,
"collections.defaultdict"
,
"collections.OrderedDict"
,
"lightgbm.basic.Booster"
How to fix it?
1.46 MB
xet
Production LightGBM model — 49 features, 5-fold GroupKFold CV
4 months ago
model_mag_q10.pkl
pickle
Detected Pickle imports (4)
"collections.defaultdict"
,
"lightgbm.basic.Booster"
,
"collections.OrderedDict"
,
"lightgbm.sklearn.LGBMRegressor"
How to fix it?
2.69 MB
xet
Add quantile model: mag_q10
4 months ago
model_mag_q50.pkl
pickle
Detected Pickle imports (4)
"collections.defaultdict"
,
"lightgbm.basic.Booster"
,
"collections.OrderedDict"
,
"lightgbm.sklearn.LGBMRegressor"
How to fix it?
2.58 MB
xet
Add quantile model: mag_q50
4 months ago
model_mag_q90.pkl
pickle
Detected Pickle imports (4)
"collections.OrderedDict"
,
"lightgbm.basic.Booster"
,
"lightgbm.sklearn.LGBMRegressor"
,
"collections.defaultdict"
How to fix it?
2.31 MB
xet
Add quantile model: mag_q90
4 months ago
quantile_results.json
981 Bytes
Add quantile regression calibration results
4 months ago
