This 11-minute conference talk explores group symmetric neural networks for quantum dimer models, presented by Sreejith Ganesh Jaya from the International Centre for Theoretical Sciences. Learn about cutting-edge research at the intersection of machine learning and quantum physics as part of the 10th Indian Statistical Physics Community Meeting. The talk fits within the broader discussion meeting covering topics such as quantum fluids and condensed matter, disordered systems, and mathematical aspects of statistical physics. The conference brings together scientists, postdoctoral fellows, and graduate students from across India working in statistical physics, fostering an inclusive environment for sharing research and ideas in this dynamic field.