Yifan Yang

🗨 About Me

I am Yifan Yang, a Ph.D. student in the Department of Geography at Texas A&M University, advised by Dr. Lei Zou in the Geospatial Exploration and Resolution (GEAR) Lab. My research centers on Responsible GeoAI and Autonomous GeoAI, with a focus on explainable and trustworthy systems for spatial decision-making. Beyond my research, I founded AutonomousGeoAI4Science, an open community hub for papers, tools, benchmarks, and collaboration. My doctoral committee members are Dr. Heng Cai, Dr. Andrew Klein, and Dr. Zhengzhong Tu.

🔭 Vision: To transcend the boundaries of screens and make the real world our playground of intelligence — where AI, space, and humanity coexist and co-create.

Before starting my Ph.D. studies, I earned a master’s degree in Spatial Data Science from the University of Southern California. During my master’s, I worked with Dr. John P. Wilson on the Urban Trees Initiative, where I explored geospatial approaches to urban sustainability. Under the mentorship of Dr. Siqin Wang, I also completed a research internship at the Spatial Data Lab, Harvard University, which further strengthened my expertise in Geospatial AI and interdisciplinary data science.

Prior to graduate school, I received a bachelor’s degree in Software Engineering from Hainan University in China. I hope to use computer science and spatial science to make a positive contribution to the world. I’m also an AI4Science enthusiast, and my hobbies are basketball🏀, football⚽, golf🏌️‍♀️, poker🎴, and talk shows🎆.

📄 Curriculum Vitae: View CV

Autonomous GeoAI Research Pathway

Research interests:

AI4Science Spatial Data Science GeoAI GIScience Multimodal AI Disaster Resilience Generative AI

📰 News

Jul 2026
Honored to receive the 2026 Cartography and Geographic Information Society (CaGIS) Doctoral Scholarship Award with $1,000 in scholarship support. I am grateful to the CaGIS Scholarship Committee for recognizing my academic achievements and research contributions to cartography and geographic information science.
Jul 2026
The CaGIS 2026 Conference program lists our paper “RAPIDMap: Rapid multi-Agent Pipeline for Interpretable Disaster Mapping from Satellite and Street-view Imagery” in Session 1B: GeoAI, Disaster Mapping, and Hydrography (Research), scheduled for Tuesday, September 8, 2026, 2:00 pm in Rooms 352/353.
Jun 2026
On June 24, 2026, I passed my preliminary examination. The date made the milestone especially meaningful: it is both Lionel Messi's birthday and Dr. Heng Cai 's birthday. In the most Ph.D. way possible, I advanced from Ph.D. student to, somehow, still Ph.D. student.
Jun 2026
Heading to the 2026 Symposium on Spatiotemporal Data Science (August 7–8, 2026, Virginia Tech Academic Building One, Alexandria, VA): organizing the session “Spatiotemporal AI for Urban and Environmental Intelligence: Sensing, Inference, and Human-Centered Applications,” and presenting an accepted onsite oral talk, “Satellite-to-Street: Synthesizing Post-Disaster Views from Satellite Imagery via Generative Vision Models.”
May 2026
The IGARSS 2026 technical program scheduled our paper “Satellite-to-Street: Synthesizing Post-Disaster Views from Satellite Imagery via Generative Vision Models” as Paper TH3.R6.4 in Session TH3.R6, with presentation time Thursday, August 13, 2026, 14:30–14:45 in Washington, D.C.
May 2026
Received the Selected Travel Award for attending I-GUIDE Summer School 2026: Spatial AI & Convergence Science at the University of Illinois, Urbana-Champaign (July 13–17, 2026), an NSF-supported summer school.
Apr 2026
Received an IEEE GRSS Travel Grant to support my attendance and paper presentation at IGARSS 2026 in Washington, D.C., with US $500 in conference travel funding.
Apr 2026
Featured by Mosaic in the article “How Texas A&M is Pioneering Damage Assessment Using Mosaic Imagery from Hurricane Milton” , highlighting my research on hyperlocal disaster damage assessment using bi-temporal street-view imagery and GeoAI.
Mar 2026
Our paper “Satellite-to-Street: Synthesizing Post-Disaster Views from Satellite Imagery via Generative Vision Models” has been accepted for presentation at IGARSS 2026.
Mar 2026
Received the 2026 AAG-IGIF Scholarship Award from the AAG International Geographic Information Fund (IGIF), and was awarded 2nd Place in the 2026 AAG-GISSG Student Honors Paper Competition, recognizing contributions to GeoAI-driven disaster research and spatial intelligence.
Mar 2026
Invited by Niantic Spatial to visit its San Francisco office for an academic exchange on GeoAI, multimodal spatial intelligence, and disaster-related spatial analytics, with discussions focused on bridging academic research and large-scale spatial systems in industry. [Invitation Letter]
Mar 2026
Will attend the American Association of Geographers (AAG) Annual Meeting 2026 in San Francisco and participate in multiple GeoAI and GIScience sessions.
Mar 2026
Organized the TAMU Data Science Ambassador seminar “From Signals to Society: Data Science for Understanding the Earth and Human Dynamics” at Texas A&M University. [Event Link]

📖 Educations

Texas A&M University
Ph.D. in Geography, Aug. 2024 – Present
Advisor: Prof. Lei Zou, GEAR Lab
University of Southern California
M.S. in Spatial Data Science, Aug. 2022 – May 2024
Advisors: Prof. John Wilson, Prof. Siqin Wang
Hainan University
B.S. in Software Engineering, Aug. 2018 – May 2022
Advisors: Prof. Jieren Cheng, Prof. Qi Qi

💻 Experiences

I-GUIDE Summer School 2026
Student Researcher, Jul. 2026
University of Illinois Urbana-Champaign
Spatial AI & Convergence Science (NSF I-GUIDE)
Texas A&M University
Graduate Research Assistant, Jan. 2025 – Present
Advisor: Prof. Lei Zou, GEAR Lab
Harvard University
Spatial Data Lab Research Intern, Mar. 2025 – Aug. 2025
Center for Geographic Analysis
Certificate of Completion
Mentor: Dr. Siqin Wang
Spatial Sciences Institute, USC
Master Student Researcher, Sept. 2023 – Apr. 2024
Urban Tree Shade Model
Advisors: Prof. John Wilson, Prof. Yi Qi, Beau MacDonald
Vitally AI
Data Engineering and AI Model Fine-tuning Intern, Feb. 2023 – May 2023
Industry Internship (Generative AI)

🚀 Founder & Initiatives

Autonomous GeoAI4Science
Founder, Jan. 2026 – Present
An open research initiative advancing autonomous GeoAI agents for scientific discovery.

🖥 Teaching

Texas A&M University
Graduate Teaching Assistant, Aug. 2024 – Dec. 2024
GEOG232, lab sections 501, 502, 505
Texas A&M University
Guest Lecturer, 2025 – 2026
  · GEOG 475: Advanced GIS, Spring 2026 — Geographically Weighted Regression (GWR) 💻
  · GEOG 659: GeoDatabase, Fall 2025 — Spatial Query Lab: Interactive Spatial SQL & PostGIS 💻
  · GEOG 476: GIS Practicum, Spring 2026 — Git, GitHub & Personal Websites for GIS Researchers 💻

📕 Selected Publications

I do not really have a single representative work; I love all of my first-author papers equally, because each of them records a part of my growth.

Preprint
RAPID Framework
RAPID: A Reproducible Multi-Agent Pipeline for Interpretable Disaster Damage Assessment from Satellite and Street-View Imagery Yang, Yifan, Wenjing Gong, Kaili Zhang, Lei Zou, Zhengzhong Tu, Hao Li, Zongrong Li, Xinyue Ye.
arXiv preprint, 2026.
Conference Paper
Satellite-to-Street Framework
Satellite-to-Street: Synthesizing Post-Disaster Views from Satellite Imagery via Generative Vision Models Yang, Yifan, Lei Zou, Wendy Jepson.
Accepted to IGARSS 2026 — IEEE International Geoscience and Remote Sensing Symposium.
Preprint
DamageArbiter Framework
DamageArbiter: A Multimodal Arbitration Framework for Disaster Damage Assessment from Street-View Imagery Yang, Yifan, Lei Zou, Wenjing Gong, Kani Fu, Zongrong Li, Siqin Wang, Bing Zhou, Heng Cai, Hao Tian.
arXiv preprint, 2026.
🏆 2nd Place — AAG GIS Specialty Group (GISSG) Student Honors Paper Competition, 2026
Journal Article
Hyperlocal Disaster
Hyperlocal Disaster Damage Assessment Using Bi-temporal Street-view Imagery and Pre-trained Vision Models Yang, Yifan, Lei Zou, Bing Zhou, Daoyang Li, Binin Lin, Joynal Abedin, Mengyang Yang.
Computers, Environment and Urban Systems, Volume 121, 102335, 2025.
💐 Honorable Mention — AAG GIS Specialty Group (GISSG) Student Honors Paper Competition, 2025
Conference Paper
DisasterVLP Conference Paper
Perceiving Multidimensional Disaster Damages from Street-View Images Using Visual-Language Models Yang, Yifan, Lei Zou.
Abstracts of the International Cartographic Association, Volume 10, 310, 2025.
🏆 Best Student Paper Award — ICC 2025, Vancouver, Canada
Book Chapter
Text SAM Tree Segmentation
Object detection and segmentation of trees using Text SAM in ArcGIS Online Yang, Yifan, Dominic Borrelli.
In: Darren Martin Ruddell & Diana Ter-Ghazaryan (eds.), Security First: Geospatial Workflows for a Safe and Equitable World.
Esri Press, 2025. (Chapter 7)
Journal Article
GeoLocator
GeoLocator: A Location-Integrated Large Multimodal Model (LMM) for Inferring Geo-Privacy Yang, Yifan, Siqin Wang, Daoyang Li, Shuju Sun, Qingyang Wu.
Applied Sciences, 14(16), 7091, 2024.

🏘 Presentation

  • 2026
    • Cartography and Geographic Information Society (CaGIS) Conference, St. Louis, Missouri, September 8–11, 2026 (Program).
      • Session 1B: GeoAI, Disaster Mapping, and Hydrography (Research)Yifan Yang and Lei Zou: RAPIDMap: Rapid multi-Agent Pipeline for Interpretable Disaster Mapping from Satellite and Street-view Imagery. Tuesday, September 8, 2026, 2:00 pm, Rooms 352/353.
    • Symposium on Spatiotemporal Data Science, Virginia Tech Academic Building One, Alexandria, VA, August 7–8, 2026 (Program).
      • Session Organizer — “Spatiotemporal AI for Urban and Environmental Intelligence: Sensing, Inference, and Human-Centered Applications.”
      • Onsite Oral PresentationYifan Yang: Satellite-to-Street: Synthesizing Post-Disaster Views from Satellite Imagery via Generative Vision Models.
    • IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Washington, D.C., August 13, 2026.
      • Leveraging AI, LLMs, and Geospatial Technologies for Rapid and Explainable Post-Disaster Damage IntelligenceYifan Yang, Lei Zou, and Wendy Jepson: Satellite-to-Street: Synthesizing Post-Disaster Views from Satellite Imagery via Generative Vision Models (Paper TH3.R6.4).
    • American Association of Geographers Annual Meeting, March 17–21, 2026, San Francisco, California (Session 90541, Session 25333, Session 24774, Session 25413, Session 25683, Session 25257, Session 25338).
  • 2025
    • International Cartographic Conference (ICC), Vancouver, Canada, August 18–22, 2025.
      • Student Paper SessionYifan Yang: Perceiving Multidimensional Disaster Damages from Street-View Images Using Visual-Language Models.
      • GeoAnalytics for Sustainable and Livable Cities, ICC pre-conference symposium, Vancouver, Canada, August 17, 2025 — Yifan Yang and Lei Zou: DisasterVLP: A Vision-Language Pretrained Framework for Multidimensional Disaster Damage Assessment Using Street-View Images (Symposium Page).
    • American Association of Geographers Annual Meeting, March 24–28, 2025, Detroit, Michigan (Session 23561, Session 23718, Session 82104, Session 83465).
  • 2024
    • American Association of Geographers Annual Meeting, April 16–20, 2024, Honolulu, Hawai'i (Session 7825).
    • Spatial Data Science SymposiumThematic Session, Geoprivacy Challenges and Solutions in the Digital Society (Session Details, Watch Video).
    • Spatiotemporal Data Science SymposiumPre-symposium Training Workshop, Washington DC, July 22, 2024 (online) (Event Page).
    • AGI Leap SummitMultimodality, Paper Presentation, SuperAGI, February 29, 2024 (Virtual) (Summit Website).
    • Los Angeles Geospatial Summit, February 23, 2024, Los Angeles, CA (Event Article).

👑 Partial Honors

  • 2026 Cartography and Geographic Information Society (CaGIS) Doctoral Scholarship Award, $1000.
  • 2026 NSF I-GUIDE Summer School: Spatial AI & Convergence Science — Selected Travel Award.
  • 2026 IEEE GRSS Travel Grant — IGARSS 2026, Washington, D.C., $500.
  • 2026 AAG-GISSG Student Honors Paper Competition — 🥈 2nd Place, $350.
  • 2026 AAG-IGIF Scholarship Award, AAG International Geographic Information Funds (IGIF), $1,200.
  • 2025 Environment and Sustainability Graduate Fellow Award, Texas A&M University, $2,500.
  • 2025 Travel Grant, Summer School on Cyberinfrastructure and Disaster Resilience, TAMU (funded by NSF), $200.
  • 2025-2026 Texas A&M Institute of Data Science (TAMIDS) Student Ambassador Scholarship, Domain Data Science Track, TAMU, $2,000.
  • 2025 CaGIS International Travel Grant - 2025 ICC, Vancouver, Canada, $2,100.
  • 2025 International Cartographic Conference (ICC), Vancouver, Canada — 🏆 Best Student Paper Award
  • 2025 AAG-GISSG Student Honors Paper Competition — Honorable Mention, $200. (Top 5)
  • 2025 AAG Applied Geography Specialty Group — AGSG Annual Meeting Award, $196.
  • 2024 Travel Grant(Visiting), Department of Geography, University of South Carolina, $400.
  • 2024 Lifetime Membership — Nu Theta Chapter, Gamma Theta Upsilon (International Geographic Honor Society)
  • 2024 Los Angeles Geospatial Summit — ArcGIS StoryMaps Competition: 🏆 Most Suitably Applied Analysis Methodology
  • 2023 9th China International "Internet+" College Students Innovation and Entrepreneurship Competition, Higher Education Main Track, International Project Special Competition (Shanghai Division) ("Ushine — AI+ Multilingual Talent Service Platform") — 🏆 Gold Award.
  • 2020 Computer Design Competition for Chinese College Students (Big Data Practice) — 🏆 National First Prize.
  • 2020 10th MathorCup College Mathematical Modeling Challenge — Third Prize.
  • 2020 13th "Certification Cup" Mathematics China Mathematical Modeling Network Challenge (Inner Mongolia Region) — Second Prize.
  • 2020 China-US Youth Creators Competition (Haikou Region) — Third Prize.
  • 2020 3rd China Youth Cup National University Student Mathematical Modeling Competition — Second Prize.
  • 2020 6th National Mobile Internet Innovation Competition (South China Region) — Third Prize.
  • 2020 China University Computer Competition, Innovation Group (Artificial Intelligence Track) — Third Prize.
  • 2020 Hainan Selection Competition of the 4th China Creative Wings Innovation Competition — Third Prize / Finalist.
  • 2020 Hainan Free Trade Port Entrepreneurship Competition — Honorable Mention.
  • 2020 6th China International "Internet+" Student Innovation and Entrepreneurship Competition, Hainan Creative Group — Silver Award.
  • 2020 Challenge Cup Student Entrepreneurship Plan Competition (Hainan Region) — Bronze Prize.
  • 2020 14th iCAN International Innovation and Entrepreneurship Competition (South China Region) — Second Prize.
  • 2020 Hainan University First-Class Comprehensive Scholarship — CNY 2,500.
  • 2020 Hainan University "College Student with the Most Innovative Spirit and Practical Ability" Recognition.

👔 Professional Activities and Service

  • Reviewer for leading journals and conferences including:
    • ACM Transactions on Autonomous and Adaptive Systems
    • Climatic Change
    • Computational Urban Science
    • International Journal of Applied Earth Observation and Geoinformation
    • International Journal of Geographical Information Science
    • International Journal of ITS Research
    • Scientific Reports
    • Transactions in GIS
    • Tourism Geographies
    • Journal of Transport Geography
    • 32nd SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2026) – AI for Sciences Track
    • International Journal of Remote Sensing

🏢 Industry Engagement

  • Rayford AIFounder-led Venture

    Building a geospatial physical AI company that combines remote sensing, street-level imagery, and multimodal spatial intelligence into auditable real-world workflows for property and infrastructure decisions, starting with disaster assessment, claims triage, and resilience operations. Company.

  • Niantic SpatialAcademic Exchange

    Invited by Niantic Spatial for an academic exchange in San Francisco on GeoAI, multimodal spatial intelligence, and disaster-related spatial analytics, highlighting the relevance of my research to large-scale spatial systems in industry. Invitation Letter.

  • MosaicFeatured Research

    My disaster assessment research was featured by Mosaic in a story on how Texas A&M is pioneering hyperlocal damage assessment using street-level imagery from Hurricane Milton. Read Story.

  • Vitally AIIndustry Experience

    Completed an industry internship in data engineering and AI model fine-tuning, gaining hands-on experience in applied generative AI systems and production-oriented workflows. Company.

📺 Media Coverage

✍️ Writing & Reflections

This section gathers my reading reflections, research notes, public essays, and thoughts from my Ph.D. journey. Compared with formal publications, these pieces stay closer to the process of research itself: how I read, ask questions, think through GeoAI, disaster resilience, and autonomous science, and slowly grow into a researcher through everyday practice.

WeChat Official Account QR code

📩 扫码关注我的微信公众号 · Follow my WeChat Official Account

🎬 Personal Moments — A glimpse into my journey beyond research

  • 🎓 USC Graduation Ceremony

    A short highlight from my 2024 USC Commencement Ceremony, where I received my Master’s degree in Spatial Data Science at the University of Southern California.

  • 🪂 Skydiving Adventure — GoJump America

    A thrilling moment from my skydiving experience in California, capturing the excitement and beauty of freefall above the Pacific Ocean.

  • 🌐 GISalon Roundtable: GeoAI and the Future of GIS

    A GISalon roundtable conversation on GeoAI and whether AI will replace GIS, featuring my perspective as a Texas A&M Geography Ph.D. student. Watch on Bilibili.

  • 🏀 Basketball Highlights

    A quick highlight from one of my basketball games — staying active on and off campus. Watch on YouTube.

WeChat Channels (视频号) QR code

📺 扫码关注我的微信视频号 · Follow my WeChat Channels

🌎 Miscellaneous

Outside of research, I enjoy playing eFootball, following football and basketball, and collecting trading cards, especially limited and signed cards from athletes I admire.