<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><title>Henry Towsner on Aaron Anderson</title><link>https://awainverse.github.io/coauthors/henry-towsner/</link><description>Recent content in Henry Towsner on Aaron Anderson</description><generator>Hugo -- 0.128.0</generator><language>en</language><lastBuildDate>Wed, 14 Oct 2026 00:00:00 +0000</lastBuildDate><atom:link href="https://awainverse.github.io/coauthors/henry-towsner/index.xml" rel="self" type="application/rss+xml"/><item><title>High-Arity Rademacher Complexity and Uniform Laws of Large Numbers</title><link>https://awainverse.github.io/research/higharityrad/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>https://awainverse.github.io/research/higharityrad/</guid><description>Download pdf
arXiv:2610.18528
Abstract We characterize several properties of higher-arity function classes, specifically finite VC$_k$-dimension, slicewise finite VC$_k$-dimension, and finite slicewise Littlestone dimension, in terms of generalizations of Rademacher complexity.
These characterizations sets up simple new proofs of several results on finite VC$_k$-dimension and slicewise finite VC$_k$-dimension. These include the preservation of finite VC$_k$-dimension under taking expectations and uniform law of large numbers statements for both properties. All of these results apply naturally to real-valued function classes as well as boolean-valued classes.</description></item></channel></rss>