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SLayerGen: a Crystal Generative Model for all Space and Layer Groups

cond-mat.mtrl-sci · 2026-05-07 · unverdicted · novelty 8.0

SLayerGen generates crystals invariant to any space or layer group via autoregressive lattice and Wyckoff sampling plus equivariant diffusion, achieving gains over bulk models on diperiodic materials after correcting a prior loss inconsistency for hexagonal groups.

A Probabilistic Sign Rule for Quotients of Positive Series and Integral Transforms

math.CA · 2026-07-02 · unverdicted · novelty 7.0

The paper introduces a probabilistic sign rule for quotients of positive series and integral transforms that reduces monotonicity, log-supermodularity, and log-convexity to kernel sign criteria via moment identities, and applies it to derive new inequalities for hypergeometric, Stieltjes, and Prabha

Approximating Peak Prevalence in Multistage SIR Epidemics

q-bio.PE · 2026-07-01 · unverdicted · novelty 7.0

In multistage SI(k)R models, the relationship between prevalence peak and weighted stage functional maxima varies with scaling of progression rates, converging under Erlang scaling to a delay model that justifies the factor-two approximation with error bounds and corrections.

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  • Fine-Tuning Small Reasoning Models for Quantum Field Theory cs.LG · 2026-04-21 · unverdicted · none · ref 206

    Small 7B reasoning models were fine-tuned on synthetic and curated QFT problems using RL and SFT, yielding performance gains, error analysis, and public release of data and traces.

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