何从庆，男，1994年生，博士，讲师，硕士生导师。研究方向为深度学习、自然语言处理、大语言模型、信息检索、法律与人工智能。曾任京东算法工程师、香港理工大学研究助理及博士后。近年来在Computer Science Review、ESWA、IEEE TIM、ACL、EMNLP、ECAI 等国际期刊和会议发表论文10余篇，拥有专利8项，在人工智能算法竞赛中获奖10余项，担任多个SCI/EI期刊审稿人。

研究方向：

深度学习、自然语言处理、大语言模型、信息检索、法律与人工智能

承担课程：

代表性学术成果：

在Computer Science Review、ESWA、IEEE TIM、ACL、EMNLP、ECAI 等国际期刊和会议发表论文10余篇，授权发明专利8件。

主要论文：

1.A Survey of Large Language Models for Legal Tasks: Progress, Prospects and Challenges[J]. Computer Science Review, 2026. JCR Q1，中科院1区TOP。

2.Tree-CoT-RT: An Explainable Multi-Path Tree-Guided Chain-of-Thought and Reinforcement Learning Framework for Aspect Sentiment Quad Prediction[C]. Findings of ACL, 2026。

3.Simulating Judicial Trial Logic: Dual Residual Cross-Attention Learning for Predicting Legal Judgment in Long Documents[J]. Expert Systems with Applications, 2025. JCR Q1，中科院1区TOP。

4.SCNet: Few-Shot Image Classification via Self-Correlational and Cross Spatial-Correlation Attention[J]. Engineering Science and Technology, an International Journal, 2025. JCR Q1，中科院2区。

5.Few-Shot Steel Strip Surface Defect Classification via Self-Correlation Enhancement and Feature Refinement[J]. IEEE Transactions on Instrumentation and Measurement, 2025. JCR Q1，中科院2区。

6.An Instruction Tuning-Based Contrastive Learning Framework for Aspect Sentiment Quad Prediction with Implicit Aspects and Opinions[C]. Findings of EMNLP, 2024。

7.Explaining Legal Judgments: A Multitask Learning Framework for Enhancing Factual Consistency in Rationale Generation[J]. Journal of King Saud University - Computer and Information Sciences, 2023. JCR Q1，中科院2区。

8.Learning to Predict Charges for Legal Judgment via Self-Attentive Capsule Network[C]. ECAI, 2020。

主要获奖：

2019年Microsoft DiggScience 科学数据挖掘大赛获得二等奖

2020年The 20th IEEE International Conference on Data Mining Knowledge Graph Contest获三等奖

2019年中国法研杯司法人工智能挑战赛获三等奖

2023年中国法研杯司法人工智能挑战赛获二等奖

联系方式：hecongqing@zjhu.edu.cn 

个人主页：https://hecongqing.github.io/ 

学术服务：
担任 Computer Science Review、Engineering Applications of Artificial Intelligence、Information Processing & Management、Expert Systems with Applications、Journal of King Saud University - Computer and Information Sciences、Humanities & Social Sciences Communications、International Journal of Machine Learning and Cybernetics、Engineering Research Express、PeerJ Computer Science 等期刊审稿人。