38_dsc_2941-good_------_compressed.jpeg

Furong Huang

Trustworthy Machine Learning Sequential Decision-making High-dimensional Statistics Interpretable Machine Learning Ethical And Safe AI Algorithms
IRB 4124
University of Maryland Department of Computer Science

About

Furong Huang is an Associate Professor in the Department of Computer Science at the University of Maryland. Specializing in trustworthy machine learning, AI for sequential decision-making, and high-dimensional statistics, Dr. Huang focuses on applying theoretical principles to solve practical challenges in contemporary computing.rnrnHer research centers on creating reliable and interpretable machine learning models that operate effectively in real-world settings. She has also made significant strides in sequential decision-making, aiming to develop algorithms that optimize performance and adhere to ethical and safety standards.

Research Performance Summary

186
Total Papers
8572
Total Citations
47
H-Index
2010-2026
Active Research Span

First Recorded Paper

Prediction-based spectrum aggregation with hardware limitation in cognitive radio networks

Year: 2010

Citations: 52

Venue: 2010 IEEE 71st Vehicular Technology Conference

Latest Recorded Paper

PersonaLedger: Generating Realistic Financial Transactions with Persona Conditioned LLMs and Rule Grounded Feedback

Year: 2026

Citations: 0

Venue: arXiv preprint arXiv:2601.03149

Last 10 Years Publication Activity

This timeline shows the professor's yearly publication activity.

2026
1
2025
48
2024
42
2023
27
2022
18
2021
15
2020
14
2019
4
2018
2
2016
3
2015
5

Publication Venues and Collaboration

Journal, Conference, and Book Publication Breakdown

Conference 58
Journal 4
Book 1

Top Coauthors

Huang Wang

Research Impact by Period

2025-2026

Period Stats
Papers 49
Citations 529
Avg. Citations / Paper 10.8
H-Index 12

2020-2024

Period Stats
Papers 116
Citations 5773
Avg. Citations / Paper 49.8
H-Index 38

2015-2019

Period Stats
Papers 14
Citations 1809
Avg. Citations / Paper 129.2
H-Index 8

2010-2014

Period Stats
Papers 7
Citations 461
Avg. Citations / Paper 65.9
H-Index 6

Contact and Professional Links

Contact Information

furongh@umd.edu
3014058010

Detected Research Keywords

Vision Language Models Graph Neural Networks Visual Reinforcement Learning Agent Reinforcement Learning Risks Language Models Adversarial Attacks Language Attacks Language Models Ai Generated Text Generated Text Detection Local Separation Criterion