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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.

Automated Discovery of Metainterfaces with Tailored Friction Laws

physics.class-ph · 2026-05-19 · unverdicted · novelty 7.0

An optimization-based inverse design method discovers metainterfaces achieving custom friction laws including power laws with exponents from 2/3 to 1.35 and bilinear forms, with experimental validation for some cases.

Compositionality in Coalgebraic Trace Semantics

cs.LO · 2026-05-18 · unverdicted · novelty 7.0

Introduces De Simone laws over Kleisli categories that guarantee compositionality of coalgebraic trace equivalence and recovers the classical De Simone format while adding a probabilistic variant.

Causal Anomaly Detection for Lithium-Ion Battery Degradation

cond-mat.mtrl-sci · 2026-05-17 · unverdicted · novelty 7.0

CausalHealth detects lithium-ion battery degradation with 100% sensitivity and up to 402-cycle lead time using causal anomaly scores from voltage, current, temperature, and resistance time series across seven cells.

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