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Missed Detections and False Alarms in a CNN Technosignature Detector on Breakthrough Listen Data

[astro-ph.IM] Radio technosignature searches rely on machine learning detectors to shrink the candidate pool before a human looks at it. They are validated on held-out data from the training distribution, which excludes the cases where they are most likely to fail: a technosignature has unknown morphology, and terrestrial interference is unbounded in variety. I trained…

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Atmospheres, Climate, Weather

Elastic Properties of Titan Tholins Revealed by Brillouin Spectroscopy

[astro-ph.EP] Titan tholins, complex organic solids synthesized by simulating photochemical processes in Titan’s atmosphere, are widely regarded as analogs to organic surface materials on the Saturnian moon. Their mechanical properties are critical for understanding the evolution of Titan’s geomorphology and crustal layering. Here, we report the first direct experimental determination of the complete set of…

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