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Published at December 3Vector Optimization with Gaussian Process Bandits
cs.LG
stat.AP
stat.ML
Released Date: December 3, 2024
Authors: İlter Onat Korkmaz1, Yaşar Cahit Yıldırım1, Çağın Ararat1, Cem Tekin1
Aff.: 1Bilkent University

| Paper | Cone-based preferences | Sample complexity bounds | (,)-PAC | Utilizes GPs | Continuous domain |
|---|---|---|---|---|---|
| This work | Yes | Yes | Yes | Yes | Yes |
| Karagözlü et al. (2024) | Yes | Yes | Yes | No | No |
| Ararat and Tekin (2023) | Yes | Yes | Yes | No | No |
| Zuluaga et al. (2016) | No | Yes | Yes | Yes | No |
| Belakaria et al. (2019) | No | No | No | Yes | Yes |
| Hernandez-Lobato et al. (2016) | No | No | No | Yes | Yes |
| Tu et al. (2022) | No | No | No | Yes | Yes |