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    Jax-Lean transpiler aims to formally verify Python ML code

    The linked project page describes JAX’s nearly one-to-one NumPy interface and a core framework not limited to machine learning.

    Lianhui Qin@COLM2026LQ
    1 Source, 1h ago, first seen 1h ago

    TLDR

    Sharing “Provably Correct Tensor Puzzles,” the project’s author says they built a Jax-Lean transpiler to formally verify Python ML code. The linked page describes JAX as a numerical transformation system with a nearly one-to-one NumPy interface, and says its core framework is not limited to machine learning.

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    1 Source, first seen 1h ago

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    1 Source, first seen 1h ago

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    1 Source

    Lianhui Qin@COLM2026@LianhuiqRT @srush_nlp: Provably Correct Tensor Puzzles (https://srush.github.io/jax-lean/) In which we formally verify Python ML code by building a Jax-Lean…1h

    1 Source

    Lianhui Qin@COLM2026@LianhuiqRT @srush_nlp: Provably Correct Tensor Puzzles (https://srush.github.io/jax-lean/) In which we formally verify Python ML code by building a Jax-Lean…1h
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