Datasets:
Add Flashmind PDM-Nano results
Browse filesAdds results for [PDM-Nano](https://www.flashmind.com/models/pdm#pdm-nano) (119M parameters), by [Flashmind UAE](https://www.flashmind.com/).
| Model | MASE ↓ | CRPS ↓ |
|---|---:|---:|
| PDM-Nano | 0.625 | 0.525 |
Scores are normalized by Seasonal Naive using the geometric mean over all 98 TIME configurations.
- Model type: zero-shot, served through an API.
- Test data leakage: No.
- Protocol: targets are forecast jointly using observed history up to 16,336 steps. Forecasts use flip averaging. Nonnegative and integer-count constraints are inferred from observed history only. TIME's nine deciles are selected from 21 native quantiles. All evaluated horizons fit within one native forecast.
Includes `predictions.npz`, `metrics.npz`, and `config.json` for every configuration under `results/PDM-Nano`.
[Reproduction code and instructions](https://github.com/zqiao11/TIME/pull/16) use the published [flashpdm client](https://www.flashmind.com/docs/python) and [Flashmind API](https://www.flashmind.com/docs/api). Model revisions are pinned. Evaluator keys with sufficient quota are available through [Flashmind](https://www.flashmind.com/contact).
- results/PDM-Nano/Australia_Solar/H/long/config.json +46 -0
- results/PDM-Nano/Australia_Solar/H/long/metrics.npz +3 -0
- results/PDM-Nano/Australia_Solar/H/long/predictions.npz +3 -0
- results/PDM-Nano/Australia_Solar/H/medium/config.json +46 -0
- results/PDM-Nano/Australia_Solar/H/medium/metrics.npz +3 -0
- results/PDM-Nano/Australia_Solar/H/medium/predictions.npz +3 -0
- results/PDM-Nano/Australia_Solar/H/short/config.json +46 -0
- results/PDM-Nano/Australia_Solar/H/short/metrics.npz +3 -0
- results/PDM-Nano/Australia_Solar/H/short/predictions.npz +3 -0
- results/PDM-Nano/Auto_Production_SF/M/short/config.json +46 -0
- results/PDM-Nano/Auto_Production_SF/M/short/metrics.npz +3 -0
- results/PDM-Nano/Auto_Production_SF/M/short/predictions.npz +3 -0
- results/PDM-Nano/CPHL/15T/long/config.json +46 -0
- results/PDM-Nano/CPHL/15T/long/metrics.npz +3 -0
- results/PDM-Nano/CPHL/15T/long/predictions.npz +3 -0
- results/PDM-Nano/CPHL/15T/medium/config.json +46 -0
- results/PDM-Nano/CPHL/15T/medium/metrics.npz +3 -0
- results/PDM-Nano/CPHL/15T/medium/predictions.npz +3 -0
- results/PDM-Nano/CPHL/15T/short/config.json +46 -0
- results/PDM-Nano/CPHL/15T/short/metrics.npz +3 -0
- results/PDM-Nano/CPHL/15T/short/predictions.npz +3 -0
- results/PDM-Nano/CPHL/30T/long/config.json +46 -0
- results/PDM-Nano/CPHL/30T/long/metrics.npz +3 -0
- results/PDM-Nano/CPHL/30T/long/predictions.npz +3 -0
- results/PDM-Nano/CPHL/30T/medium/config.json +46 -0
- results/PDM-Nano/CPHL/30T/medium/metrics.npz +3 -0
- results/PDM-Nano/CPHL/30T/medium/predictions.npz +3 -0
- results/PDM-Nano/CPHL/30T/short/config.json +46 -0
- results/PDM-Nano/CPHL/30T/short/metrics.npz +3 -0
- results/PDM-Nano/CPHL/30T/short/predictions.npz +3 -0
- results/PDM-Nano/CPHL/H/long/config.json +46 -0
- results/PDM-Nano/CPHL/H/long/metrics.npz +3 -0
- results/PDM-Nano/CPHL/H/long/predictions.npz +3 -0
- results/PDM-Nano/CPHL/H/medium/config.json +46 -0
- results/PDM-Nano/CPHL/H/medium/metrics.npz +3 -0
- results/PDM-Nano/CPHL/H/medium/predictions.npz +3 -0
- results/PDM-Nano/CPHL/H/short/config.json +46 -0
- results/PDM-Nano/CPHL/H/short/metrics.npz +3 -0
- results/PDM-Nano/CPHL/H/short/predictions.npz +3 -0
- results/PDM-Nano/Coastal_T_S/15T/long/config.json +46 -0
- results/PDM-Nano/Coastal_T_S/15T/long/metrics.npz +3 -0
- results/PDM-Nano/Coastal_T_S/15T/long/predictions.npz +3 -0
- results/PDM-Nano/Coastal_T_S/15T/medium/config.json +46 -0
- results/PDM-Nano/Coastal_T_S/15T/medium/metrics.npz +3 -0
- results/PDM-Nano/Coastal_T_S/15T/medium/predictions.npz +3 -0
- results/PDM-Nano/Coastal_T_S/15T/short/config.json +46 -0
- results/PDM-Nano/Coastal_T_S/15T/short/metrics.npz +3 -0
- results/PDM-Nano/Coastal_T_S/15T/short/predictions.npz +3 -0
- results/PDM-Nano/Coastal_T_S/20T/long/config.json +46 -0
- results/PDM-Nano/Coastal_T_S/20T/long/metrics.npz +3 -0
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