Research map / Learning theory and algorithms / Sample complexity
Online Facility Location with Predictions
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| use Prediction-augmented Meyerson instead of Meyerson without predictions | online facility location with the simple predictor · Twitter | empirical competitive ratio: 1.70 -> 1.57 | Helped |
| use Prediction-augmented Meyerson instead of always following the prediction | online facility location with the simple predictor · Twitter | empirical competitive ratio: 1.69 -> 1.57 | Helped |
| use Prediction-augmented Meyerson instead of Meyerson without predictions | online facility location with the simple predictor · Adult | empirical competitive ratio: 1.55 -> 1.49 | Helped |
| use Prediction-augmented Meyerson instead of always following the prediction | online facility location with the simple predictor · Adult | empirical competitive ratio: 1.57 -> 1.49 | Helped |
| use Prediction-augmented Meyerson instead of Meyerson without predictions | online facility location with the simple predictor · US-PG | empirical competitive ratio: 1.47 -> 1.43 | Helped |
| use Prediction-augmented Meyerson instead of always following the prediction | online facility location with the simple predictor · US-PG | empirical competitive ratio: 1.47 -> 1.43 | Helped |
| use Prediction-augmented Meyerson instead of Meyerson without predictions | online facility location with the simple predictor · Non-Uni | empirical competitive ratio: 5.66 -> 2.93 | Helped |
| use Prediction-augmented Meyerson instead of always following the prediction | online facility location with the simple predictor · Non-Uni | empirical competitive ratio: 5.7 -> 2.93 | Helped |
| use Prediction-augmented Meyerson rather than Meyerson without predictions | online facility location · Twitter, Adult, US-PG, and Non-Uni across prediction-error levels | empirical competitive ratio | Mixed |
| use Prediction-augmented Meyerson rather than always following the prediction | online facility location · Twitter, Adult, US-PG, and Non-Uni across prediction-error levels | empirical competitive ratio | Mixed |
Closest papers by meaning
- Improved Bounds for Online Facility Location with Predictions (AAAI 2025 · similarity 0.96)
- Discrete-Smoothness in Online Algorithms with Predictions (NeurIPS 2023 · similarity 0.84)
- MAC Advice for facility location mechanism design (NeurIPS 2024 · similarity 0.83)
- Dynamic Facility Location in High Dimensional Euclidean Spaces (ICML 2024 · similarity 0.82)
- Randomized Strategic Facility Location with Predictions (NeurIPS 2024 · similarity 0.81)
- Online Resource Allocation With General Constraints (NeurIPS 2026 · similarity 0.81)
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