Principia benchmarks video generators via calibration-independent relational physics consistency across eight Newtonian phenomena, finding top models score below 0.42 despite high VBench ratings.
FedUCA treats servers as participation optimizers to sustain rational clients, achieving higher retention and better global models than standard aggregation.