Seizure-Semiology-Suite provides a new clinically annotated video dataset and hierarchical benchmark that exposes weaknesses in current MLLMs for seizure semiology and demonstrates gains from fine-tuning and a neuro-symbolic classifier reaching 0.96 F1.
On Seeing the Trees and the Forest: Single-Signal and Multisignal Analysis of Periictal Intracranial EEG
2 Pith papers cite this work. Polarity classification is still indexing.
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A driven Duffing ring on a cycle graph produces shape-dependent harmonics through cubic mode mixing and dissipation-broken time-reversal symmetry, captured by observable φ₀ that stays informative down to 0 dB SNR on synthetic signals.
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Seizure-Semiology-Suite (S3): A Clinically Multimodal Dataset, Benchmark, and Models for Seizure Semiology Understanding
Seizure-Semiology-Suite provides a new clinically annotated video dataset and hierarchical benchmark that exposes weaknesses in current MLLMs for seizure semiology and demonstrates gains from fine-tuning and a neuro-symbolic classifier reaching 0.96 F1.
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Broken-symmetry shape discrimination on a driven Duffing ring
A driven Duffing ring on a cycle graph produces shape-dependent harmonics through cubic mode mixing and dissipation-broken time-reversal symmetry, captured by observable φ₀ that stays informative down to 0 dB SNR on synthetic signals.