<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="3.10.0">Jekyll</generator><link href="https://proceedings.mlr.press/v344/feed.xml" rel="self" type="application/atom+xml" /><link href="https://proceedings.mlr.press/v344/" rel="alternate" type="text/html" /><updated>2026-11-03T07:21:44+00:00</updated><id>https://proceedings.mlr.press/v344/feed.xml</id><title type="html">Proceedings of Machine Learning Research</title><subtitle>Proceedings of The Algorithmic Fairness Across Alignment Procedures and Agentic Systems
  Held in Riocentro Convention and Event Center, Rio de Janeiro, Brazil on 26 April 2026

Published as Volume 344 by the Proceedings of Machine Learning Research on 03 November 2026.

Volume Edited by:
  Zeyu Tang
  Prakhar Ganesh
  Awa Dieng
  Miriam Rateike
  Jamelle Watson-Daniels
  Golnoosh Farnadi

Series Editors:
  Tegan Emerson
  Hoel Kervadec
  Neil D. Lawrence
</subtitle><author><name>PMLR</name></author><entry><title type="html">Memories That Discriminate: Detecting and Correcting Bias in Personalized Hiring Agents</title><link href="https://proceedings.mlr.press/v344/gharat26a.html" rel="alternate" type="text/html" title="Memories That Discriminate: Detecting and Correcting Bias in Personalized Hiring Agents" /><published>2026-11-03T00:00:00+00:00</published><updated>2026-11-03T00:00:00+00:00</updated><id>https://proceedings.mlr.press/v344/gharat26a</id><content type="html" xml:base="https://proceedings.mlr.press/v344/gharat26a.html"><![CDATA[]]></content><author><name>[{&quot;given&quot;=&gt;&quot;Himanshu&quot;, &quot;family&quot;=&gt;&quot;Gharat&quot;}, {&quot;given&quot;=&gt;&quot;Himanshi&quot;, &quot;family&quot;=&gt;&quot;Agrawal&quot;}, {&quot;given&quot;=&gt;&quot;Gourab K&quot;, &quot;family&quot;=&gt;&quot;Patro&quot;}]</name></author><summary type="html"><![CDATA[]]></summary></entry><entry><title type="html">Mechanics of Bias and Reasoning: Interpreting the Impact of Chain-of-Thought Prompting on Gender Bias in LLMs</title><link href="https://proceedings.mlr.press/v344/pearman26a.html" rel="alternate" type="text/html" title="Mechanics of Bias and Reasoning: Interpreting the Impact of Chain-of-Thought Prompting on Gender Bias in LLMs" /><published>2026-11-03T00:00:00+00:00</published><updated>2026-11-03T00:00:00+00:00</updated><id>https://proceedings.mlr.press/v344/pearman26a</id><content type="html" xml:base="https://proceedings.mlr.press/v344/pearman26a.html"><![CDATA[]]></content><author><name>[{&quot;given&quot;=&gt;&quot;Edie&quot;, &quot;family&quot;=&gt;&quot;Pearman&quot;}, {&quot;given&quot;=&gt;&quot;Sophia&quot;, &quot;family&quot;=&gt;&quot;Osborne&quot;}, {&quot;given&quot;=&gt;&quot;Mira&quot;, &quot;family&quot;=&gt;&quot;Kandlikar-Bloch&quot;}, {&quot;given&quot;=&gt;&quot;Mina&quot;, &quot;family&quot;=&gt;&quot;Arzaghi&quot;}, {&quot;given&quot;=&gt;&quot;Florian&quot;, &quot;family&quot;=&gt;&quot;Carichon&quot;}, {&quot;given&quot;=&gt;&quot;Golnoosh&quot;, &quot;family&quot;=&gt;&quot;Farnadi&quot;}]</name></author><summary type="html"><![CDATA[]]></summary></entry><entry><title type="html">Operationalizing Fairness in Text-to-Image Models: A Survey of Bias, Fairness Audits and Mitigation Strategies</title><link href="https://proceedings.mlr.press/v344/smith26a.html" rel="alternate" type="text/html" title="Operationalizing Fairness in Text-to-Image Models: A Survey of Bias, Fairness Audits and Mitigation Strategies" /><published>2026-11-03T00:00:00+00:00</published><updated>2026-11-03T00:00:00+00:00</updated><id>https://proceedings.mlr.press/v344/smith26a</id><content type="html" xml:base="https://proceedings.mlr.press/v344/smith26a.html"><![CDATA[]]></content><author><name>[{&quot;given&quot;=&gt;&quot;Megan&quot;, &quot;family&quot;=&gt;&quot;Smith&quot;}, {&quot;given&quot;=&gt;&quot;Venkatesh&quot;, &quot;family&quot;=&gt;&quot;Thirugnana Sambandham&quot;}, {&quot;given&quot;=&gt;&quot;Florian&quot;, &quot;family&quot;=&gt;&quot;Richter&quot;}, {&quot;given&quot;=&gt;&quot;Laura&quot;, &quot;family&quot;=&gt;&quot;Crompton&quot;}, {&quot;given&quot;=&gt;&quot;Matthias&quot;, &quot;family&quot;=&gt;&quot;Uhl&quot;}, {&quot;given&quot;=&gt;&quot;Torsten&quot;, &quot;family&quot;=&gt;&quot;Schön&quot;}]</name></author><summary type="html"><![CDATA[]]></summary></entry></feed>