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1. The evolutionary path of void galaxies in TNG300 simulation.

2. Quantitatively rating galaxy simulations against real observations with anomaly detection.

3. ERGO-ML: comparing IllustrisTNG and HSC galaxy images via contrastive learning.

4. Quokka-based understanding of outflows (QED) – I. Metal loading, phase structure, and convergence testing for solar neighbourhood conditions.

5. Arkenstone – I. A novel method for robustly capturing high specific energy outflows in cosmological simulations.