Opening the Black Box: What Neural Networks Learn from Pulsar Timing Array Data
astro-ph.IM, astro-ph.CO
Submitted: 2026-10-08
Updated: 2026-10-08
Terminology
Sources
- The frontier of simulation-based inference
- Fast Parameter Inference on Pulsar Timing Arrays with Normalizing Flows
- Accelerated Bayesian Inference for Pulsar Timing Arrays: Normalizing Flows for Rapid Model Comparison Across Stochastic Gravitational-Wave Background Sources
- Deep Neural Emulation of the Supermassive Black-hole Binary Population
- Detecting Gravitational-Wave Anisotropies with Simulation-Based Inference
- Transformers with Physics-Informed Encodings and Simulation-Based Inference for Robust Detection of Eccentric Binary Black Holes in Pulsar Timing Array Data
- The NANOGrav 15-year Data Set: Evidence for a Gravitational-Wave Background
- The second data release from the European Pulsar Timing Array III. Search for gravitational wave signals
- Search for an isotropic gravitational-wave background with the Parkes Pulsar Timing Array
- Searching for the nano-Hertz stochastic gravitational wave background with the Chinese Pulsar Timing Array Data Release I
- The MeerKAT Pulsar Timing Array: The first search for gravitational waves with the MeerKAT radio telescope
- Comparing recent PTA results on the nanohertz stochastic gravitational wave background
- Rapid parameter estimation for pulsar-timing-array datasets with variational inference and normalizing flows
- A new framework for lightning-fast gravitational wave analysis of pulsar timing data
- Optimal strategies for gravitational wave stochastic background searches in pulsar timing data
- Time-domain Implementation of the Optimal Cross-Correlation Statistic for Stochastic Gravitational-Wave Background Searches in Pulsar Timing Data
- Forecasting pulsar timing array sensitivity to anisotropy in the stochastic gravitational wave background
- Optimal robust detection statistics for pulsar timing arrays
- Analytic distribution of the optimal cross-correlation statistic for stochastic gravitational-wave-background searches using pulsar timing arrays
- Detection methods for stochastic gravitational-wave backgrounds: a unified treatment
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