Papers
Topics
Authors
Recent
Assistant
AI Research Assistant
Well-researched responses based on relevant abstracts and paper content.
Custom Instructions Pro
Preferences or requirements that you'd like Emergent Mind to consider when generating responses.
Gemini 2.5 Flash
Gemini 2.5 Flash 130 tok/s
Gemini 2.5 Pro 48 tok/s Pro
GPT-5 Medium 29 tok/s Pro
GPT-5 High 28 tok/s Pro
GPT-4o 76 tok/s Pro
Kimi K2 196 tok/s Pro
GPT OSS 120B 434 tok/s Pro
Claude Sonnet 4.5 39 tok/s Pro
2000 character limit reached

Benign overfitting and adaptive nonparametric regression (2206.13347v1)

Published 27 Jun 2022 in math.ST, cs.LG, stat.ML, and stat.TH

Abstract: In the nonparametric regression setting, we construct an estimator which is a continuous function interpolating the data points with high probability, while attaining minimax optimal rates under mean squared risk on the scale of H\"older classes adaptively to the unknown smoothness.

Citations (3)

Summary

We haven't generated a summary for this paper yet.

Dice Question Streamline Icon: https://streamlinehq.com

Open Problems

We haven't generated a list of open problems mentioned in this paper yet.

Lightbulb Streamline Icon: https://streamlinehq.com

Continue Learning

We haven't generated follow-up questions for this paper yet.

List To Do Tasks Checklist Streamline Icon: https://streamlinehq.com

Collections

Sign up for free to add this paper to one or more collections.