add Siwei's paper

Traffic-Alpha · Oct 20, 2024 · 61f7644 · 61f7644
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diff --git a/docs/index.md b/docs/index.md
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 # **News**
+- **2024.10** Our recent paper on applying Unsupervised Domain Adaptation (UDA)-based semantic segmentation for remote sensing has been accepted by the *IEEE Transactions on Geoscience and Remote Sensing (TGRS)* (IF 7.5). [[Paper Link]](https://ieeexplore.ieee.org/document/10721444)
 - **2024.09** Our recent paper about the impact of intervention frequencies on the performance of RL-based traffic signal control has been accepted by the *IEEE Transactions on Intelligent Transportation Systems (TITS)* (IF 7.9). [[Paper Link]](https://ieeexplore.ieee.org/document/10696929)
 - **2024.08** Mr. Maonan Wang has been offered a six-month internship position at the Bell-Labs, France. He will work on developing LLM-assisted SUMO-based simulation platform. 
 - **2024.08** Our recent paper on applying LLM to semantic segmentation on remote sensing imagery has been accepted by the *IEEE Transactions on Geoscience and Remote Sensing (TGRS)* (IF 7.5). [[Paper Link]](https://doi.org/10.1109/TGRS.2024.3443420)

diff --git a/docs/members.md b/docs/members.md
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 ## **Alumni**
 ### **2024**
-- SUI Jialu （本科毕业院校：山东大学威海）, M.Phil. student, First Job: Ph.D. student at the University of Hong Kong, China
+- SUI Jialu （本科毕业院校：山东大学威海）, M.Phil. student, First Job: Ph.D. student at the University of Hong Kong, Hong Kong, China
 - LIANG, Wendi （本科毕业院校：UIC）, M.Phil. student, First Job: Ph.D. student at the University of Electronic Science and Technology of China
 - CUI Xiangyu （本科毕业院校：浙江大学）, M.Phil. student, First Job: HONOR (荣耀), Shenzhen
 - SUN Yuchao （本科毕业院校：澳门科技大学）, M.Phil. student, First Job: BYD (比亚迪)
@@ -153,7 +153,7 @@
 - YU Weikang （本科毕业院校：北京航空航天大学）, M.Phil. student, Current Job: Ph.D. student at the Technical University of Munich (TUM)
 - HU Yuxi （本科毕业院校：西北工业大学）, M.Phil. student, First Job: Ph.D. student at the Graz University of Technology, Austria
 - ZHANG Boning （本科毕业院校：北京交通大学）, M.Phil. student, First Job: Ph.D. student at the University of Glasgow. Glasgow, Scotland, United Kingdom.
-- LUO Shihao, （本科毕业院校：香港中文大学（深圳））, M.Phil. student, First Job: 大疆
+- LUO Shihao, （本科毕业院校：香港中文大学（深圳））, M.Phil. student, First Job: DJI (大疆)
 - XU Yang, Undergraduate student, First Job: Ph.D. student at the Purdue University, U.S.A.
 - LUO Wenyan, Undergraduate student, First Job: Ph.D. student at the Ohio State University, U.S.A.
 ### **2021**
@@ -162,18 +162,18 @@
 - ZHANG Qianyu, （本科毕业院校：东北大学秦皇岛）, M.Phil. student, First Job:
 - ZHAO Tong, Master student, First Job: 京东
 - WU Lan, Undergraduate student, First Job: Ph.D. student at the National University of Singapore (NUS)
-- WANG Zewei, Undergraduate student, Current Job: Ph.D. student at the Chinese University of Hong Kong, Hong Kong.
+- WANG Zewei, Undergraduate student, Current Job: Ph.D. student at the Chinese University of Hong Kong, Hong Kong, China.
 - ZHANG Chi, Undergraduate student, First Job: Ph.D. student at the Chinese University of Hong Kong, Shenzhen.
 - LI Ziwei, Undergraduate student, First Job: Master student at Rice University, U.S.A.
 ### **2020**
 - Dr. GUO Sheng, Postdoc. Fellow, Current Job: (研究员) Research Fellow, 人工智能与数字经济广东省实验室（深圳）
 - CHEN Yifei, Visiting Master student, First Job: 超星未来科技有限公司 (清华校企合作初创公司)
 - LEI Ming, Master student, First Job: 腾讯
 - XIE Yifei, Master student, First Job: Research Assistant at CUHKSZ
-- TANG Qingqing, Undergraduate student, First Job: Ph.D. student at Queen Mary University of London
+- TANG Qingqing, Undergraduate student, First Job: Ph.D. student at Queen Mary University of London, U.K.
 - LUO Shihao, Undergraduate student, First Job: M.Phil. Student at CUHKSZ
-- ZHANG Weilin, Undergraduate student, First Job: Master Student at Carnegie Mellon University
-- XIAO Ziheng, Undergraduate student, First Job: Master Student at Georgia Institute of Technology
+- ZHANG Weilin, Undergraduate student, First Job: Master Student at Carnegie Mellon University, U.S.A.
+- XIAO Ziheng, Undergraduate student, First Job: Master Student at Georgia Institute of Technology, U.S.A.
 
 ### **2019**
 - YANG Nan, Visting master student, First Job: 随手记科技

diff --git a/docs/pubs.md b/docs/pubs.md
@@ -1,7 +1,8 @@
 ## **Journal Papers (Since 2022)**
 ### 2024
+- X. Ma, X. Ding, X. Zhang, M.O. Pun, and S. Ma, ``Frequency Decomposition-Driven Unsupervised Domain Adaptation for Remote Sensing Image Semantic Segmentation", accepted for publication in *IEEE Trans. on Geoscience and Remote Sensing*, Oct. 2024. [[Paper Link]](https://ieeexplore.ieee.org/document/10721444)
 - M. Wang, Y. Chen, Y. Kan, C. Xu, M. Lepech, M.O. Pun and X. Xiong,  "Traffic Signal Cycle Control with Centralized Critic and Decentralized Actors under Varying Intervention Frequencies",  accepted for publication in *IEEE Trans. on Intelligent Transportation Systems*, Aug. 2024. [[Paper Link]](https://ieeexplore.ieee.org/document/10696929)
-- M. Wang, X. Xiong, Y. Kan, C. Xu and M.O. Pun, "UniTSA: Universal Reinforcement Learning-based Traffic Signal Control Framework for V2X", accepted for publication in *IEEE Trans. on Vehicular Technology*, May 2024. [[Paper Link]](https://ieeexplore.ieee.org/document/10535743)
+- M. Wang, X. Xiong, Y. Kan, C. Xu and M.O. Pun, "UniTSA: Universal Reinforcement Learning-based Traffic Signal Control Framework for V2X", *IEEE Trans. on Vehicular Technology*, vol. 73, no. 10, pp. 14354-14369, Oct. 2024. [[Paper Link]](https://ieeexplore.ieee.org/document/10535743)
 - X. Ma, Q. Wu, X. Zhao, X. Zhang, M.O. Pun and B. Huang, "SAM-Assisted Remote Sensing Imagery Semantic Segmentation with Object and Boundary Constraints", *IEEE Trans. on Geoscience and Remote Sensing*, vol. 62, pp. 1-16, August 2024.  [[Paper Link]](https://doi.org/10.1109/TGRS.2024.3443420)
 - Q. Wu, X. Ma, J. Sui and M.O. Pun, "DF4LCZ: A SAM-Empowered Data Fusion Framework for Scene-Level Local Climate Zone Classification", *IEEE Trans. on Geoscience and Remote Sensing*, vol. 62, pp. 1-16, June 2024. [[Paper Link]](https://ieeexplore.ieee.org/abstract/document/10556641)
 - X. Ma, X. Zhang and M.O. Pun, "RS3Mamba: Visual State Space Model for Remote Sensing Image Semantic Segmentation", *IEEE Geoscience and Remote Sensing Letter*, vol. 21, pp. 1-5, June 2024. [[Paper Link]](https://ieeexplore.ieee.org/document/10556777)