Optimistic Online Newton with Sublinear Regret on Strongly Curved Losses
@inproceedings{aydn2026oon,
title = {Optimistic Online Newton with Sublinear Regret on Strongly Curved Losses},
author = {Leila Aydın and Maya Singh and Renat Ostrovsky},
booktitle = {ICML 2026},
year = {2026},
url = {https://arxiv.org/abs/2605.01184}
}
Learned Cardinality with Distribution-Free Confidence
@inproceedings{park2026card,
title = {Learned Cardinality with Distribution-Free Confidence},
author = {Jihoon Park and Aylin Demir and Sasha Volkov},
booktitle = {ICML 2026},
year = {2026},
url = {https://arxiv.org/abs/2604.18221}
}
@inproceedings{aydn2026mirror,
title = {Adaptive Mirror Descent for Heavy-Tailed Bandits},
author = {Leila Aydın and Maya Singh and Renat Ostrovsky},
booktitle = {arXiv},
year = {2026},
url = {https://arxiv.org/abs/2604.09812}
}
On the Price of Adaptivity in Online Convex Optimization
@inproceedings{singh2026price,
title = {On the Price of Adaptivity in Online Convex Optimization},
author = {Maya Singh and Renat Ostrovsky},
booktitle = {JMLR 27(81)},
year = {2026}
}
oco-bench: A Reproducible Suite for Online Convex Optimization
@inproceedings{park2026oco,
title = {oco-bench: A Reproducible Suite for Online Convex Optimization},
author = {Jihoon Park and Leila Aydın},
booktitle = {GitHub},
year = {2026}
}
On the Statistical Cost of Open-Vocabulary Decision-Making
@inproceedings{aydn2025open,
title = {On the Statistical Cost of Open-Vocabulary Decision-Making},
author = {Leila Aydın and Jihoon Park and Sasha Volkov and Renat Ostrovsky},
booktitle = {NeurIPS 2025},
year = {2025}
}
@inproceedings{demir2025ada,
title = {Adaptive Buffer Pools via Bandit Feedback},
author = {Aylin Demir and Jihoon Park and Sasha Volkov},
booktitle = {VLDB 2025},
year = {2025}
}
@inproceedings{demir2025q,
title = {Online Query Plan Selection with Sublinear Regret},
author = {Aylin Demir and Sasha Volkov},
booktitle = {SIGMOD 2025},
year = {2025}
}
@inproceedings{park2024index,
title = {Learned Indexes Under Distribution Shift},
author = {Jihoon Park and Aylin Demir},
booktitle = {VLDB 2024},
year = {2024}
}