Open-Sourcing Google's Lattice Models in PyTorch
We're a group of engineers, AI/ML enthusiasts, and author of this paper https://openreview.net/forum?id=0pxiMpCyBtr who saw a closed door in AI/ML and decided to open it. This project is a PyTorch reimagining of Google's TensorFlow Lattice models, which despite being labeled open-source, were previously open in name only (you have to be a Googler to contribute). Also, side point…TensorFlow is dying https://thenextweb.com/news/why-tensorflow-for-python-is-dyi... Here's the deal: Lattice models excel in making AI interpretable—key for sectors where…
In plain words
This project provides a PyTorch implementation of Google's Lattice models, making interpretable machine learning accessible to a broader audience. Lattice models excel at explaining AI predictions, which is critical in regulated industries and high-stakes applications. The toolkit reimplements TensorFlow's closed implementation as truly open-source software, enabling community contributions and leveraging PyTorch's ecosystem for flexibility and ease of use.
written from the facts on this page · September 2026
From the sources
In the maker’s words, at launch
We're a group of engineers, AI/ML enthusiasts, and author of this paper https://openreview.net/forum?id=0pxiMpCyBtr who saw a closed door in AI/ML and decided to open it. This project is a PyTorch reimagining of Google's TensorFlow Lattice models, which despite being labeled open-source, were previously open in name only (you have to be a Googler to contribute). Also, side point…TensorFlow is dying https://thenextweb.com/news/why-tensorflow-for-python-is-dyi... Here's the deal: Lattice models excel in making AI interpretable—key for sectors where understanding model rationale is as crucial as the prediction. Yet, their potential was gated behind Google's walls. Fueled by the spirit of true open-source philosophy and driven by the robust, community-centric ecosystem of PyTorch, we've built a toolkit that not only matches the functionality of Google's TensorFlow lattices but is open for everyone to contribute, improve, and innovate. We're inviting you to join in. Whether it's to critique, contribute, or simply to learn, we believe your voice can help shape the future of open-source AI/ML. https://github.com/ControlAI/pytorch-lattice
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