Fields
Pick a domain and keep going deeper: field, subfield, topic. Every step lists the papers at that point or below it. The counts are papers that are accepted or in review; papers that were not accepted are in the full library.
Subfield
Statistical physics, lattice models and phase transitions with ML
Benchmarks: 2D Ising phase classification, ML-for-physicists Ising and SUSY sets, Lattice field theory flow sampling (phi^4 and U(1)). Datasets: Mehta et al. Ising configurations. Baselines: Supervised phase classifier, Learning by confusion, PCA order-parameter discovery, Boltzmann-machine thermodynamics and others.