<?xml version="1.0" encoding="UTF-8"?><urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"><url><loc>https://mbrenndoerfer.com/writing/multi-head-attention-transformers/multi-head-attention</loc><lastmod>2025-05-30T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/multi-head-attention-transformers/the-limitation-of-single-head-attention</loc><lastmod>2025-05-30T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/multi-head-attention-transformers/how-multi-head-attention-works</loc><lastmod>2025-05-30T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/multi-head-attention-transformers/the-complete-formula</loc><lastmod>2025-05-30T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/multi-head-attention-transformers/worked-example-tracing-through-two-heads</loc><lastmod>2025-05-30T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/multi-head-attention-transformers/implementation</loc><lastmod>2025-05-30T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/multi-head-attention-transformers/visualizing-attention-heads</loc><lastmod>2025-05-30T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/multi-head-attention-transformers/head-specialization</loc><lastmod>2025-05-30T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/multi-head-attention-transformers/multi-head-vs-single-head-an-empirical-comparison</loc><lastmod>2025-05-30T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/multi-head-attention-transformers/practical-considerations</loc><lastmod>2025-05-30T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/multi-head-attention-transformers/limitations-and-impact</loc><lastmod>2025-05-30T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/multi-head-attention-transformers/key-parameters</loc><lastmod>2025-05-30T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/multi-head-attention-transformers/summary</loc><lastmod>2025-05-30T00:00:00.000Z</lastmod></url><url><loc>https://mbrenndoerfer.com/writing/multi-head-attention-transformers/quiz</loc><lastmod>2025-05-30T00:00:00.000Z</lastmod></url></urlset>