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lfcs-interest - [LFCS seminar] Now, 21 Oct: Xinyuan Zhang, Nanjing University: Sampling and Counting via Coupling Independence

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  • From: Ohad Kammar <ohad.kammar@ed.ac.uk>
  • To: "inf-seminars@mlist.is.ed.ac.uk " <inf-seminars@mlist.is.ed.ac.uk>, "LFCS Interest" <lfcs-interest@mlist.is.ed.ac.uk>
  • Cc: Xinyuan Zhang <zhangxy@smail.nju.edu.cn>
  • Subject: [LFCS seminar] Now, 21 Oct: Xinyuan Zhang, Nanjing University: Sampling and Counting via Coupling Independence
  • Date: Tue, 21 Oct 2025 14:50:00 +0000

Hi,

Reminding that today's LFCS seminar will start shortly:

  Tuesday, 21 Oct, 4.10pm
  Xinyuan Zhang, Nanjing University

  The seminar will take place in-person only.


We're synchronising the seminar time with the teaching timetable, and
plan to start the talk at the advertised time, so please arrive a minute or two
earlier.


In detail:

----------------------------------------------------------------------
Xinyuan Zhang, Nanjing University
https://sites.google.com/view/xinyuanzhang

  Tue, 21 Oct, 4.10pm
  Venue: IF G.03



Title: Sampling and Counting via Coupling Independence

Abstract

In recent years, the framework of spectral independence has become a
powerful tool for designing efficient algorithms for sampling and
counting problems. In this talk, I will introduce a closely related
concept, called coupling independence, and demonstrate its
applications to both approximate sampling and counting. In
particular, we establish a near-linear time sampler for the
ferromagnetic Ising model with an external field. Furthermore, we
present a deterministic approximate counting algorithm for the
partition functions of spin systems based on coupling independence.
This leads to the first deterministic algorithm that approximately
counts graph colorings in the same regime previously accessible only
to randomized algorithms. Based on joint works with Xiaoyu Chen,
Weiming Feng, Heng Guo, and Zongrui Zou.


----------------------------------------------------------------------

Upcoming seminars:
------------------
28 Oct: Patrick Totzke, University of Liverpool: Optimally Controlling a Random
        Population



If you would like to propose a speaker, or speak yourself, please contact me.
The seminar webpages:
http://web.inf.ed.ac.uk/lfcs/events/lfcs-seminars

Yours,
Ohad.
The University of Edinburgh is a charitable body, registered in Scotland, with registration number SC005336. Is e buidheann carthannais a th’ ann an Oilthigh Dhùn Èideann, clàraichte an Alba, àireamh clàraidh SC005336.

  • [LFCS seminar] Now, 21 Oct: Xinyuan Zhang, Nanjing University: Sampling and Counting via Coupling Independence, Ohad Kammar, 10/21/2025

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