Guangtao Zheng

Research assistant at University of Virginia with publications on machine learning

Research Expertise

Machine learning

natural language processing

bioinformatics

Electrical and Electronic Engineering

Bioengineering

Neuropsychology and Physiological Psychology

Psychiatry and Mental health

Legacy Map

Publications

Generating Hierarchical Explanations on Text Classification via Feature Interaction Detection

Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics

Embeddings of genomic region sets capture rich biological associations in lower dimensions

Constrained Partial Group Decoding With Max–Min Fairness for Multi-Color Multi-User Visible Light Communication

IEEE Transactions on Communications

Multi-Dimensional Space–Time Shift Keying for Wireless Communications

Achievable rate and optimal signaling for an optical wireless decode-and-forward relaying channel

2016 IEEE Global Conference on Signal and Information Processing (GlobalSIP)

Joint Representation Learning for Retrieval and Annotation of Genomic Interval Sets

Methods for evaluating unsupervised vector representations of genomic regions

Few-Shot Class-Incremental Learning with Meta-Learned Class Structures

2021 International Conference on Data Mining Workshops (ICDMW)

Cost Prediction for Water Reuse Equipment Using Interpretable Machine Learning Models

Learning to Learn Task Transformations for Improved Few-Shot Classification

Proceedings of the 2023 SIAM International Conference on Data Mining (SDM)

AdvST: Revisiting Data Augmentations for Single Domain Generalization

Proceedings of the AAAI Conference on Artificial Intelligence

Learning the Wireless Interference Graph via Local Probes

2020 IEEE 21st International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)

Mitigating Outlier Activations in Low-Precision Fine-Tuning of Language Models

Proceedings of the 13th International Conference on Pattern Recognition Applications and Methods

Joint representation learning for retrieval and annotation of genomic interval sets

Methods for constructing and evaluating consensus genomic interval sets

Fast clustering and cell-type annotation of scATAC data using pre-trained embeddings

Knowledge-Guided Semantics Adjustment for Improved Few-Shot Classification

2022 IEEE International Conference on Data Mining (ICDM)

Multi-Layer Coding and Map-Assisted Partial Group Decoding for Multi-Color Multi-User Visible Light Communication

ICC 2019 - 2019 IEEE International Conference on Communications (ICC)

Three-dimensional space-time shift keying with coordinate combination and joint optimisation

2015 IEEE/CIC International Conference on Communications in China (ICCC)

Education

University of Virginia

Ph.D. student, Computer Science / May, 2024 (anticipated)

Charlottesville, Virginia, United States of America

University of Science and Technology of China

Master of Engineering, Electronic Engineering and Information Science / June, 2018

Hefei

Sun Yat-Sen University

Bachelor of Science, Electrical Engineering / June, 2015

Guangzhou

Experience

University of Virginia

Research assistant / August, 2019 — Present

Research on efficient and robust machine learning.

Links & Social Media

Research Web Site

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