Statistics · Probability
Dong Huang 黄栋
Fourth-year Ph.D. student in Statistics · Tsinghua University
I am a fourth-year Ph.D. student in the Department of Statistics and Data Science at Tsinghua University, very fortunate to be advised by Prof. Pengkun Yang.
I obtained my B.S. degree in Mathematics from the Department of Mathematical Sciences at Tsinghua University. My research interests are in statistics, probability and theoretical computer science.
I am visiting Prof. Shuangping Li in the Department of Statistics and Data Science at Yale University from August 1, 2026 to January 31, 2027.
Selected research
All research →-
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Graph Matching in Random Geometric Graphs I: Efficient Algorithms
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Detecting Random Geometric Graphs with General Kernel
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Fundamental Limits of Community Detection in Contextual Multi-Layer Stochastic Block Models
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Sample Complexity of Correlation Detection in Erdős-Rényi Graphs
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Information-Theoretic Thresholds for the Alignments of Partially Correlated Graphs
IEEE Transactions on Information Theory, 2025 (long version)
The 37th Conference on Learning Theory (COLT), 2024 (short version)
α–β denotes alphabetical author order.
Recent news
All news →Our paper "Learning Global Temporal Dynamics in Sparse Networks via Cycle Counts" is accepted by the 40th Annual Conference on Neural Information Processing Systems (NeurIPS 2026).
I will be visiting Prof. Shuangping Li in the Department of Statistics and Data Science at Yale University from 2026/8/1 to 2027/1/31.
Our paper "Prompt Perturbation for Reliable LLM Evaluation over Comparison Graphs" is accepted by Statistical Learning and Data Science (SLADS).
Education
2026.08 – 2027.01
Visiting Ph.D. Student
Yale University
Department of Statistics and Data Science · Host: Prof. Shuangping Li
2023 – present
Ph.D. in Statistics
Tsinghua University
Department of Statistics and Data Science · Advisor: Prof. Pengkun Yang
2019 – 2023
B.S. in Mathematics
Tsinghua University
Department of Mathematical Sciences
Selected awards
- 2026–2027Young Elite Scientists Sponsorship Program - Doctoral Student Special Program, by China Association for Science and Technology
- 2026IMS Hannan Graduate Student Travel Award
- 2025, 2024, 2022, 2020Comprehensive Scholarship of Tsinghua University
- 2024Outstanding Teaching Assistant of Tsinghua University
- 2023Outstanding Graduates of Tsinghua University
- 2020First Prize in National College Student Mathematics Competition