Research map / Bandits and online learning / Online convex optimization and games
Improved Online Conformal Prediction via Strongly Adaptive Online Learning
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Replace single-expert SF-OGD with SAOCP (multiple experts with active intervals, strongly adaptive meta-algorithm) | online conformal prediction radius learning · M4 Hourly and M4 Daily, k=20 | LCE_k and SAReg_k | Helped |
| Predict radius directly (FACI-S) instead of as quantile of past radii (FACI) | FACI · M4 Hourly and M4 Daily | LCE_k and SAReg_k | Helped |
| Use scale-free OGD experts with SAOCP's meta-algorithm rather than single SF-OGD | SAOCP vs SF-OGD on TinyImageNet-C · Image classification under shift | local coverage / LCE | Helped |
| Use SAOCP instead of SF-OGD on ImageNet shift | image classification under distribution shift · ImageNet-C | prediction set size | Helped |
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