<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Entropy Dynamics | Nandan Kumar Jha</title><link>https://www.nankj.com/tag/entropy-dynamics/</link><atom:link href="https://www.nankj.com/tag/entropy-dynamics/index.xml" rel="self" type="application/rss+xml"/><description>Entropy Dynamics</description><generator>Wowchemy (https://wowchemy.com)</generator><language>en-us</language><copyright>&amp;copy Nandan Kumar Jha 2026</copyright><lastBuildDate>Mon, 01 Jun 2026 00:00:00 +0000</lastBuildDate><image><url>https://www.nankj.com/media/icon_hu34d6c9dd6b5727d133d5adaccb31f869_37839_512x512_fill_lanczos_center_2.png</url><title>Entropy Dynamics</title><link>https://www.nankj.com/tag/entropy-dynamics/</link></image><item><title>AERO: Entropy-Guided Attention for Private LLM Inference</title><link>https://www.nankj.com/publication/aero/</link><pubDate>Mon, 01 Jun 2026 00:00:00 +0000</pubDate><guid>https://www.nankj.com/publication/aero/</guid><description>&lt;h3 id="related-workshop-versions">Related workshop versions&lt;/h3>
&lt;p>The AERO line grew through several peer-reviewed workshop versions before the current under-review manuscript:&lt;/p>
&lt;ul>
&lt;li>&lt;em>Regularizing the Entropy Landscape of Self-Attention: Towards a Soft Inductive Bias in LLMs&lt;/em>, OPT Workshop at NeurIPS 2025. &lt;a href="https://neurips.cc/virtual/2025/loc/san-diego/124281" target="_blank" rel="noopener">Workshop&lt;/a> · &lt;a href="https://openreview.net/forum?id=nFHPfn8QWJ" target="_blank" rel="noopener">OpenReview&lt;/a>&lt;/li>
&lt;li>&lt;em>ReLU&amp;rsquo;s Revival: On the Entropic Overload in Normalization-Free Large Language Models&lt;/em>, ATTRIB Workshop at NeurIPS 2024. &lt;a href="https://neurips.cc/virtual/2024/105369" target="_blank" rel="noopener">Workshop&lt;/a> · &lt;a href="https://arxiv.org/abs/2410.09637" target="_blank" rel="noopener">arXiv&lt;/a> · &lt;a href="https://github.com/Nandan91/relu-revival-normfree" target="_blank" rel="noopener">Code&lt;/a>&lt;/li>
&lt;li>&lt;em>Entropy-Guided Attention for Private LLMs&lt;/em>, PPAI Workshop at AAAI 2025. &lt;a href="https://arxiv.org/abs/2501.03489" target="_blank" rel="noopener">arXiv&lt;/a> · &lt;a href="https://github.com/Nandan91/entropy-guided-attention-llm" target="_blank" rel="noopener">Code&lt;/a> · &lt;a href="https://engineering.nyu.edu/news/cracking-code-private-ai-role-entropy-secure-language-models" target="_blank" rel="noopener">Press release&lt;/a>&lt;/li>
&lt;/ul></description></item><item><title>Regularizing the Entropy Landscape of Self-Attention: Towards a Soft Inductive Bias in LLMs</title><link>https://www.nankj.com/publication/opt25-entropy-landscape/</link><pubDate>Mon, 01 Dec 2025 00:00:00 +0000</pubDate><guid>https://www.nankj.com/publication/opt25-entropy-landscape/</guid><description/></item></channel></rss>