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How Floating-Point Determinism Affects LLM Reproducibility

vincentschmalbach.com · published 11 August 2026

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https://proceedings.neurips.cc/paper_files/paper/2025/file/f80094a824ba5912d4a2de169c404a40-Paper-Conference.pdf
proceedings.neurips.cc
https://docs.nvidia.com/cuda/archive/10.0/floating-point/index.html
docs.nvidia.com
https://www.sciencedirect.com/science/article/pii/S0167819115001155
sciencedirect.com
https://docs.vllm.ai/en/stable/features/batch_invariance
docs.vllm.ai
https://docs.nvidia.com/cuda/cublas/index.html?highlight=CUBLAS_EMULATION_STRATEGY
docs.nvidia.com
https://docs.pytorch.org/docs/stable/notes/numerical_accuracy.html
docs.pytorch.org
Defeating Nondeterminism in LLM Inference Read at the source ↗
thinkingmachines.ai
https://conferences.computer.org/sc-wpub/pdfs/SC-W2024-6oZmigAQfgJ1GhPL0yE3pS/555400a170/555400a170.pdf
conferences.computer.org
https://docs.pytorch.org/docs/stable/notes/randomness
docs.pytorch.org
https://www.tensorflow.org/api_docs/python/tf/config/experimental/enable_op_determinism
tensorflow.org
https://docs.nvidia.com/deeplearning/cudnn/backend/latest/developer/misc.html
docs.nvidia.com