所获奖项

2018/06  |  天津市大学生物理竞赛                       天津市特等奖
2019/04  |  美国大学生数学建模竞赛                      国际级一等奖 (M奖)
2018/04  |  美国大学生数学建模竞赛                      国际级二等奖 (H奖)
2020/12  |  第十七届“华为杯”中国研究生数学建模竞赛          国家级二等奖
2017/11  |  全国大学生数学建模竞赛                      国家级二等奖
2017/07  |  天津市大学生数学竞赛 (理工类)                   天津市二等奖
2018/11  |  全国大学生数学竞赛 (天津赛区)               天津市二等奖
2018/06  |  全国大学生机器人大赛 (robocon)               国家级三等奖
2018/05  |  中国大学生物理学术竞赛 (CUPT，华北赛区)            华北赛区三等奖
2019/09  |  第十五届挑战杯天津市大学生课外学术科技作品竞赛           天津市三等奖
2017/11  |  全国大学生数学竞赛 (天津赛区)                     天津市三等奖
2017/12  |  全国大学生统计建模竞赛                       国家级优秀奖

所获荣誉

2018/11  |  国家奖学金 (1/360)
2022/12  |  蒋震奖学金 (15/470)
2021/12  |  蒋震奖学金 (15/470)
2019/11  |  天津市人民政府奖学金 (2/360)
2018/12  |  天津市大学生创新创业奖学金 (全校22000多名学生，仅有5人)
2018/11  |  天津市王克昌奖学金 (2/360)
2018/11  |  天津市优秀学生 (1/180)
2021/09  |  天津大学研究生学业一等奖学金
2021/09  |  天津大学三好学生
2020/09  |  天津大学研究生学业一等奖学金

2025 IJCV   Dynamic Knowledge Transfer for Mitigating Spurious Correlations in Deep Learning
Xiaoling Zhou, Zhemg Lee, Wei Ye*,and Shikun Zhang*
International Journal of Computer Vision (2025 IJCV (JCR: Q1, IF: 9.3), CCF-A)

NeurIPS 2025   Boosting Resilience of Large Language Models through Causality-Driven Robust Optimization
Xiaoling Zhou, Mingjie Zhang, Zhemg Lee, Yuncheng Hua, Chengli Xing, Wei Ye*, Flora Salim, and Shikun Zhang*
Annual Conference on Neural Information Processing Systems (NeurIPS 2025, CCF-A)

IJCAI 2025   Robustness to Spurious Correlations via Dynamic Knowledge Transfer
Xiaoling Zhou, Wei Ye*, Zhemg Lee, and Shikun Zhang*
International Joint Conference on Artificial Intelligence (IJCAI 2025, CCF-A)

CVPR 2025 (Highlight)   All-Optical Nonlinear Diffractive Deep Network for Ultrafast Image Denoising
Xiaoling Zhou#, Zhemg Lee#, Wei Ye*, Rui Xie, Wenbo Zhang, Guanju Peng, Zongze Li*, and Shikun Zhang*
Conference on Computer Vision and Pattern Recognition (CVPR 2025, CCF-A)

2025 TKDE   Valuing Training Data via Causal Inference for In-Context Learning
Xiaoling Zhou, Wei Ye*, Zhemg Lee, Lei Zou, and Shikun Zhang*
IEEE Transactions on Knowledge and Data Engineering (2025 TKDE (JCR: Q1, IF: 8.9), CCF-A)

ICLR 2025   HaDeMiF: Hallucination Detection and Mitigation in Large Language Models
Xiaoling Zhou, Mingjie Zhang, Zhemg Lee, Wei Ye*, Shikun Zhang*
International Conference on Learning Representations (ICLR 2025, 机器学习领域三大顶会之一)

IJCAI 2024 (Oral)   Boosting Model Resilience via Implicit Adversarial Data Augmentation
Xiaoling Zhou, Wei Ye*, Zhemg Lee, Rui Xie, Shikun Zhang*
International Joint Conference on Artificial Intelligence (IJCAI 2024, CCF-A)

ACL 2024   Enhancing In-Context Learning via Implicit Demonstration Augmentation
Xiaoling Zhou, Wei Ye*, Yidong Wang, Chaoya Jiang, Zhemg Lee, Rui Xie, Shikun Zhang*
Annual Meeting of the Association for Computational Linguistics (ACL 2024, CCF-A)

EuroSys 2024   Advanced Kalman-PPO Algorithm for High-Speed Optical Computing
Zheng Li, Guanju Peng, Yang Wang, Zongze Li*
European Conference on Computer Systems 2024 (EuroSys 2024, CCF-A)

ICOCN 2024   AN-D2NN: Classification of Modes with Amplitude Nonlinear Diffractive Deep Neural Network
Kunpeng Zhu#, Zhemg Lee#, Wenbo Zhang#, Guanju Peng*, Yi Cheng, Jin Liu, Zongze Li*
International Conference on Optical Communications and Networks (ICOCN 2024)

OFC 2024   Denoising in Mode Conversion by Utilizing Diffractive Deep Neural Networks Optimized with Reinforcement Learning
Zheng Li#, Wenbo Zhang#, Yang Wang, Guanju Peng*, Zongze Li*, Xiaoyan Zhou, Lin Zhang*
Optical Fiber Communication Conference (OFC 2024, 国际顶级光通信会议)

ACP 2024   Nonlinear Distortion Mitigation via Coherent All-Optical Reservoir Computing for Long-Haul IM-DD transmission System
Guanju Peng, Yaping Liu*, Zheng Li, Kunpeng Zhu, Zhiqun Yang, Jianping Liu, Shigui Zhang, Zhanhua Huang, Lin Zhang*
Asia Communications and Photonics Conference (ACP 2023)

2024 OLT   Coherent All-Optical Reservoir Computing for Nonlinear Equalization in Long-Haul Optical Fiber Communication Systems
Guanju Peng, Yaping Liu, Zheng Li, Kunpeng Zhu, Zhiqun Yang, Jianping Li, Shigui Zhang, Zhanhua Huang, Lin Zhang*
Optics & Laser Technology (2023, OLT)

2023 AO   Optical Trapping Based on Microring Resonators with Transverse Slot Structure
Zheng Li, Yi Cheng, Jin Liu, Guanju Peng*
Applied Optics (2023, AO) | JCR: Q3

2023 JSTQE   Packet Header Recognition Utilizing an All-Optical Reservoir Based on Reinforcement-Learning-Optimized Double-Ring Resonators
Zheng Li, Xiaoyan Zhou*, Zongze Li, Guanju Peng, Yuhao Guo, Lin Zhang*
Journal of Selected Topics in Quantum Electronics (2023, JSTQE) | JCR: Q1

CLEO 2023   Header Recognition Utilizing an All-Optical Reservoir with Delay- Bandwidth-Product-Maximized Double-Ring Resonators
Zheng Li, Zongze Li, Xiaoyan Zhou, Guanju Peng, Yuhao Guo, Wenwei Xu*, Lin Zhang*
Conference on Lasers and Electro-Optics (CLEO 2023, 国际顶级光电子会议)

ICGCES 2020   Effect of particle size, transparency and light intensity on the color of powder
Zheng Li, Weirong Gan, Xinhai He, Huiping Lu, Yaofang Zhang*
2020 International Conference on Green Chemical and Environmental Science (ICGCES 2020)

Patents

[发明专利]：一种微环谐振腔时延带宽积最大化方法及系统
张林 (导师), 李政, 李宗泽, 周笑艳
P. R. China Patent: 202211728153.9   （鹏程实验室 合作专利）

[发明专利]：一种光包头识别系统、集成芯片以及识别方法
张林 (导师), 李政, 李宗泽, 周笑艳
P. R. China Patent: 202211482878.4   （鹏程实验室 合作专利）
P. R. China Patent (已授权，授权号): CN 115865191 B

[发明专利]：一种光计算芯片及光计算方法
张林 (导师), 李政, 周笑艳, 朱清
P. R. China Patent: 202211599772.2   （华为技术有限公司 合作专利；华为伽利略实验室）

[实用新型专利]：一种用于实验室的计算机通信设备
李政, 周晓玲, 过昱企, 张卓力, 甘伟荣
P. R. China Patent: 201920113518.4   （国家级大学生创新创业项目 孵化专利）
P. R. China Patent (已授权，授权号): CN 210137522 U

技能证书

2023/11  |  全国教师资格证(China)                  高中数学
2020/11  |  全国计算机二级(China)                  Python语言程序设计
2020/05  |  全国普通话考试(China)                  二级甲等证书
2018/03  |  全国计算机二级(China)                  MS office高级应用
2017/09  |  全国计算机二级(China)                  C语言程序设计

Campus Scientific Research Experience

Basic research on multi-dimensional multiplexing optical fiber communication
National Key Basic Research and Development Program of China (973 Program)
Aug 2019 - Aug 2022
Project Backbone (ranked 14th)
Responsible for:Research on time-frequency domain DSP equalization algorithm for MDM systems

Channel Equalization Processing Based on Optical Reservoir
Huawei Strategic Research Institute    [Cooperative Project]
Sep 2020 - Jun 2023
Project Backbone (ranked 1st of students)
Responsible for: Research on framework design and optimization algorithm of channel equalization optical computing system based on deep learning

Metasurface-Based Imaging and Image Processing System
Shanhe Optoelectronics Technology Co., Ltd.    [Cooperation project]
Nov 2021 - Jun 2022
Project Backbone
Responsible for: Research on Optical Diffraction Neural Network Algorithms for Classification of Deep Space Satellites

Research and Design of Customer-Oriented Supermarket Product Retrieval Equipment
National College Students Innovation and Entrepreneurship Project
Dec 2017 - May 2020
Third participant
Responsible for: Research on indoor navigation algorithm of supermarket smart shopping cart

Academic Services

Hobbies

Personal Motto

Highlights