4 papers
fabric-lib: RDMA Point-to-Point Communication for LLM Systems
Nandor Licker, Kevin Hu, Vladimir Zaytsev +1
Emerging Large Language Model (LLM) system patterns, such as disaggregated inference, Mixture-of-Experts (MoE) routing, and asynchronous reinforcement fine-tuning, require flexible…
Quantitative propagation of chaos and universality for asymmetric Langevin spin glass dynamics
Manuel Arnese, Kevin Hu
We obtain quantitative estimates on quenched propagation of chaos for Langevin spin glass dynamics with i.i.d. disorder. Prior work in the case of Gaussian disorder established the…
A case study of the long-time behavior of the Gaussian local-field equation
Kevin Hu, Kavita Ramanan
For any integer , the -local-field equation (-LFE) characterizes the limit of the neighborhood path empirical measure of interacting diffusions on -regular ra…
An H-theorem for a conditional McKean-Vlasov process related to interacting diffusions on regular trees
Kevin Hu, Kavita Ramanan
We study the long-time behavior of the -Markov local-field equation (-MLFE), which is a conditional McKean-Vlasov equation associated with interacting diffusions on the $κ…