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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
25 days ago
.gitattributes
Safe
1.52 kB
initial commit
26 days ago
README.md
9.64 kB
Update README with uncertainty quantification results and improved documentation
25 days ago
features.py
Safe
3.4 kB
Production LightGBM model — 49 features, 5-fold GroupKFold CV
25 days 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
25 days ago
model_days_q10.pkl
pickle
Detected Pickle imports (4)
"collections.OrderedDict"
,
"lightgbm.basic.Booster"
,
"lightgbm.sklearn.LGBMRegressor"
,
"collections.defaultdict"
How to fix it?
2.59 MB
xet
Add quantile model: days_q10
25 days 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
25 days 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
25 days ago
model_info.json
Safe
3.83 kB
Production LightGBM model — 49 features, 5-fold GroupKFold CV
25 days 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
25 days 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
25 days 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
25 days 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
25 days ago
quantile_results.json
981 Bytes
Add quantile regression calibration results
25 days ago
