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TopoFisher: Learning Topological Summary Statistics by Maximizing Fisher Information

stat.ML · 2026-05-08 · conditional · novelty 8.0

TopoFisher optimizes trainable filtrations, vectorizations, and compressors in persistent homology to maximize Fisher information, yielding higher information than fixed cosmological summaries and approaching neural baselines with far fewer parameters while generalizing better under simulator shifts

GPU-Accelerated X-ray Pulse Profile Modeling

astro-ph.HE · 2025-10-09 · conditional · novelty 8.0

First public GPU-accelerated pulse-profile modeling code for X-ray millisecond pulsars that delivers 10^3–10^4 speedups to 2–5 ms per evaluation at 10^{-3} relative accuracy and removes an interpolation bias in atmosphere tables.

Tidal disruption events with SPH-EXA: resolving the return of the stream

astro-ph.HE · 2025-10-30 · unverdicted · novelty 7.0

High-resolution SPH simulations show that significant in-plane spreading and dissipation of returning tidal debris at pericenter is a low-resolution numerical artifact, supporting circularization via later stream-stream collisions instead.

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