658 citations · 1.3k across the 18 of their papers we have counts for
4 papers · 1 filter
Inference of kinetic Ising model on sparse graphs
Pan Zhang
Based on dynamical cavity method, we propose an approach to the inference of kinetic Ising model, which asks to reconstruct couplings and external fields from given time-dependent…
Comparative Study for Inference of Hidden Classes in Stochastic Block Models
Pan Zhang, Florent Krzakala, Jörg Reichardt +1
Inference of hidden classes in stochastic block model is a classical problem with important applications. Most commonly used methods for this problem involve na\"ıve mean field app…
Model Selection for Degree-corrected Block Models
Xiaoran Yan, Cosma Rohilla Shalizi, Jacob E. Jensen +5
The proliferation of models for networks raises challenging problems of model selection: the data are sparse and globally dependent, and models are typically high-dimensional and h…
Message passing for quantified Boolean formulas
Pan Zhang, Abolfazl Ramezanpour, Lenka Zdeborová +1
We introduce two types of message passing algorithms for quantified Boolean formulas (QBF). The first type is a message passing based heuristics that can prove unsatisfiability of…