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2026 1

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Neural Scaling Laws for Jet Generation

hep-ph · 2026-05-27 · unverdicted · novelty 7.0

Scaling laws hold logarithmically for model size in autoregressive jet generation, with next-token loss correlating to physical metrics via sliced Wasserstein distance, but show weaker scaling for dataset size and compute due to rapid saturation.

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  • Neural Scaling Laws for Jet Generation hep-ph · 2026-05-27 · unverdicted · none · ref 12

    Scaling laws hold logarithmically for model size in autoregressive jet generation, with next-token loss correlating to physical metrics via sliced Wasserstein distance, but show weaker scaling for dataset size and compute due to rapid saturation.