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20232026
most citedDeterministic counting from coupling independence

1 citations · 1 across the 6 of their papers we have counts for

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cs.DS2026

An -Time Sampler for Zero-Field Ferromagnetic Ising Models

Weiming Feng, Heng Guo, Yiyao Zhang

We give an approximate sampler for ferromagnetic Ising models with no field on arbitrary graphs that runs in time , w…

cs.DS2026

An -time FPRAS for the Permanent

Xiaoyu Chen, Heng Guo, Eric Vigoda +1

We give an FPRAS for the permanent of an matrix with running time . Our algorithm extends to a strongly polynomial FPRAS for arbitrary nonnegat…

cs.DS2026

Approximating spin systems on planar graphs

Heng Guo, Xinyuan Zhang

We show that the hard-core partition function admits a fully polynomial-time randomised approximation scheme (FPRAS) on planar graphs when the activity is a sufficiently small cons…

cs.DS2026

Fast counting and sampling for ferromagnetic two-spin systems

Weiming Feng, Heng Guo, Yichun Yang

We introduce two new models equivalent to ferromagnetic two-spin systems: a weighted subgraph model and a random cluster type model. Using these new connections, we obtain an effic…

cs.DS2026

Rapid mixing in positively weighted restricted Boltzmann machines

Weiming Feng, Heng Guo, Minji Yang

We show polylogarithmic mixing time bounds for the alternating-scan sampler for positively weighted restricted Boltzmann machines. This is done via analysing the same chain and the…

cs.DS2024★ 1 cited

Deterministic counting from coupling independence

Xiaoyu Chen, Weiming Feng, Heng Guo +2

We show that spin systems with bounded degrees and coupling independence admit fully polynomial time approximation schemes (FPTAS). We design a new recursive deterministic counting…

cs.DS2023

Near-linear time samplers for matroid independent sets with applications

Xiaoyu Chen, Heng Guo, Xinyuan Zhang +1

We give a time almost uniform sampler for independent sets of a matroid, whose ground set has elements and is given by an independence oracle. As a consequen…