Guanhua Huang

Ph.D. candidate

University of Science and Technology of China

Biography

Guanhua Huang (黄冠华) is a Ph.D. candidate in University of Science and Technology of China (USTC), advised by Prof. Weinan E and Prof. Zhouwang Yang. Previously, he got a Bachelor in Mathematics from University of Science and Technology of China (USTC), advised by Prof. Zhouwang Yang. He did internships at BIBDR and ByteDance, and mentored by Prof. Yucheng Yang, Dr. Yi Zhang, Dr. Jiaze Chen, Dr. Yuchen Zhang, and Dr. Yuan Lin.

Interests

LLM Agents
NLP Applications
Scholarly Document Processing
Big Data in Economics

Education

Ph.D. in Data Science, 2019-2025
School of Artificial Intelligence and Data Science, University of Science and Technology of China
B.S. in Mathematics, 2015-2019
School of the Gifted Young, University of Science and Technology of China

Experience

Research Intern

ByteDance Research

January 2022 – Present Beijing, China

Mentored by Dr. Jiaze Chen and Dr. Yuchen Zhang, working on LLM Research and Information Extraction Research.

Visiting Scholar

Peking University

July 2021 – Present Beijing, China

Advised by Prof. Weinan E, working on LLM Research, Information Extraction Research and AI4Science Research.

Intern

Beijing Institute of Big Data Research

January 2019 – December 2021 Beijing, China

Advised by Dr. Yi Zhang, working on research and projects of Big Data in Economics.

Visiting Scholar

Peking University

January 2019 – January 2020 Beijing, China

Advised by Prof. Weinan E and Prof. Yucheng Yang, working on Economic Data Science Research.

Featured Publications

Yichen He, Guanhua Huang, Peiyuan Feng, Yuan Lin, Yuchen Zhang, Hang Li, Weinan E

January, 2025 Arxiv

PaSa: An LLM Agent for Comprehensive Academic Paper Search

We introduce PaSa, an advanced Paper Search agent powered by large language models. PaSa can autonomously make a series of decisions, including invoking search tools, reading papers, and selecting relevant references, to ultimately obtain comprehensive and accurate results for complex scholarly queries.

Peiyuan Feng, Yichen He, Guanhua Huang, Yuan Lin, Hanchong Zhang, Yuchen Zhang, Hang Li

May, 2024 In Neural Information Processing Systems 37 (NeurIPS 2024)

AGILE: A Novel Framework of LLM Agents

We introduce a novel framework of LLM agents named AGILE (AGent that Interacts and Learns from Environments) designed to perform complex conversational tasks with users, leveraging LLMs, memory, tools, and interactions with experts.

Guanhua Huang, Yuchen Zhang, Zhe Li, Yongjian You, Mingze Wang, Zhouwang Yang

May, 2024 In The 62th Annual Meeting of the Association for Computational Linguistics (ACL 2024)

Are AI-Generated Text Detectors Robust to Adversarial Perturbations?

We propose an robust AI-generated text detector against adversarial perturbations.

Guanhua Huang, Zeping Min, Qian Ge, Zhouwang Yang

April, 2024 In Knowledge-Based Systems (KBS 2024)

Towards document-level event extraction via Binary Contrastive Generation

We propose a binary contrastive generation method for document-level event extraction.

Guanhua Huang, Runxin Xu, Ying Zeng, Jiaze Chen, Zhouwang Yang, Weinan E

October, 2023 In Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023)

An Iteratively Parallel Generation Method with the Pre-Filling Strategy for Document-level Event Extraction

We propose an iteratively parallel generation methods for document-level extraction to alleviate the inadequate training of parallel methods.

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Recent Publications

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Yichen He, Guanhua Huang, Peiyuan Feng, Yuan Lin, Yuchen Zhang, Hang Li, Weinan E (2025). PaSa: An LLM Agent for Comprehensive Academic Paper Search. Arxiv.

PDF Code Dataset Project Video

Mingze Wang, Haotian He, Jinbo Wang, Zilin Wang, Guanhua Huang, Feiyu Xiong, Zhiyu Li, Weinan E, Lei Wu (2024). Improving Generalization and Convergence by Enhancing Implicit Regularization. In Neural Information Processing Systems 37 (NeurIPS 2024).

PDF Code

Peiyuan Feng, Yichen He, Guanhua Huang, Yuan Lin, Hanchong Zhang, Yuchen Zhang, Hang Li (2024). AGILE: A Novel Framework of LLM Agents. In Neural Information Processing Systems 37 (NeurIPS 2024).

PDF Code

Guanhua Huang, Yuchen Zhang, Zhe Li, Yongjian You, Mingze Wang, Zhouwang Yang (2024). Are AI-Generated Text Detectors Robust to Adversarial Perturbations?. In The 62th Annual Meeting of the Association for Computational Linguistics (ACL 2024).

PDF Code

Guanhua Huang, Zeping Min, Qian Ge, Zhouwang Yang (2024). Towards document-level event extraction via Binary Contrastive Generation. In Knowledge-Based Systems (KBS 2024).

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