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Yuwen Huang
Yuwen Huang

Provable algorithms for inference, optimization, and quantum computation.

May 2026 — Joining HKUST (Guangzhou) as Assistant Professor
Research

Three core areas

Structured inference
Bethe methods, graph covers, and message passing for counting and inference on graphical models.
Uncertainty · Counting · Graph covers
Provable optimization
Permanent bounds and algorithmic guarantees for hard combinatorial problems.
Convex / nonconvex · Permanent bounds
Quantum & tensors
Tensor networks and distributed quantum systems for scalable computation.
Tensor networks · Quantum systems
Selected work

Representative papers

Tensor methods
Tensor-network methods for high-dimensional computation.
Optimization
Permanent bounds for hard problems.
Quantum systems
Distributed quantum optimization.
Latest

What's new

May 2026
Joining HKUST (GZ) as Assistant Professor Starting
DSA Thrust, Information Hub
Mar 2026
Jul 2025
2024
Open positions

Join the group

Building a team at HKUST (Guangzhou) starting May 2026.

Full tuition and competitive stipend
Mentorship targeting IEEE TIT, ISIT, ICML
Greater Bay Area research ecosystem
Small group, close advising
RA MPhil PhD Postdoc