McKean--Vlasov
PulseAugur coverage of McKean--Vlasov — every cluster mentioning McKean--Vlasov across labs, papers, and developer communities, ranked by signal.
-
Researchers analyze phase transitions in noisy transformer models
Researchers have published a paper detailing phase transitions within noisy transformer models across arbitrary dimensions. The study focuses on the McKean-Vlasov free energy and establishes a global minimizer dichotomy…
-
New generative framework learns stochastic dynamics with soft law constraints
Researchers have developed a new generative framework for learning stochastic dynamics, particularly useful for tasks involving distributional observations. This method frames generation as a McKean-Vlasov control probl…
-
New AI framework MF-PID unifies generative modeling and multi-agent control
Researchers have introduced Mean-Field Path-Integral Diffusion (MF-PID), a novel framework that treats generated samples as interacting agents coordinating through population statistics. This approach transforms probabi…