--- title: "Reproduction: Natural Hypergradient Descent: Algorithm Design, Convergence Analysis, and Parallel Implementation" emoji: 🎯 colorFrom: yellow colorTo: red sdk: static pinned: false tags: - trackio - trackio-logbook - open-experiment - icml2026-repro - paper-4K54YHTG2i --- # Reproduction: Natural Hypergradient Descent: Algorithm Design, Convergence Analysis, and Parallel Implementation An open experiment logbook, published with [Trackio](https://github.com/gradio-app/trackio).