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Fabienne Jézéquel, Stef Graillat, Daichi Mukunoki, Toshiyuki Imamura, Roman Iakymchuk · 2020 · DOI 10.1007/978-3-030-63618-0_10

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math.NA 1

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2026 1

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CONDITIONAL 1

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Automated Numerical Stability Analysis of Deep Learning Operators

math.NA · 2026-07-28 · conditional · novelty 6.0

noisefloat integrates CESTAC stochastic validation into NumPy/PyTorch/JAX/TensorFlow and reports significant-digit losses per operator, detecting deliberately unstable operators in controlled image and text benchmarks.

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  • Automated Numerical Stability Analysis of Deep Learning Operators math.NA · 2026-07-28 · conditional · none · ref 33

    noisefloat integrates CESTAC stochastic validation into NumPy/PyTorch/JAX/TensorFlow and reports significant-digit losses per operator, detecting deliberately unstable operators in controlled image and text benchmarks.