Return to Silent Hill review: Visually striking but empty horror sequel

For years, movies based on video games were known for being poorly made. Remember the 1993 Super Mario Bros. film – often criticized, though it’s gained a following over time? Or how about the Doom movie that nobody remembers, or Alone in the Dark, which was so bad it became unintentionally funny? These were common examples of the genre’s struggles.

![The proposed AgriPINN model integrates deep learning with established crop physiology by embedding the LINTUL5 biomass-growth ordinary differential equation-described as [latex]\frac{d AGB}{dt}[/latex]-as a soft constraint within the neural network’s optimization process, simultaneously predicting above-ground biomass (AGB) alongside latent physiological variables such as leaf area index (LAI), radiation use efficiency (RUE), photosynthetically active radiation (PAR), and foliage water fraction, and then using the resulting process residual [latex]r(\mathbf{p},t)[/latex] to enforce biophysical consistency across space and time.](https://arxiv.org/html/2601.16045v1/x1.png)




