---
title: "Reproduction: A Fully First-Order Layer for Differentiable Optimization"
emoji: 📊
colorFrom: yellow
colorTo: red
sdk: static
pinned: false
tags:
 - trackio
 - trackio-logbook
 - open-experiment
 - icml2026-repro
 - paper-jJur8Fq7IK
---

# Reproduction: A Fully First-Order Layer for Differentiable Optimization

Trackio reproduction logbook. Tags: icml2026-repro, paper-jJur8Fq7IK.