| 2026 | AAAI | EcoDiffusion: Uncertainty-Aware Emulation of Ecosystem Processes with Conditional Diffusion for Long Sequences with Single-Step Initialization. | Ruohan Li, Zhihao Wang, Xiaowei Jia, Gengchen Mai, Lei Ma, George C. Hurtt, Quan Shen, Zhili Li, Yiqun Xie |
| 2026 | ACL | Spatial-Agent: Agentic Geo-spatial Reasoning with Scientific Core Concepts. | Riyang Bao, Cheng Yang, Dazhou Yu, Zhexiang Tang, Gengchen Mai, Liang Zhao |
| 2026 | ACL | Spatial-RAG: Spatial Retrieval Augmented Generation for Real-World Geospatial Reasoning Questions. | Dazhou Yu, Riyang Bao, Ruiyu Ning, Jinghong Peng, Gengchen Mai, Liang Zhao |
| 2025 | KDD | ZooplanktonBench: A Geo-Aware Zooplankton Recognition and Classification Dataset from Marine Observations. | Fukun Liu, Adam T. Greer, Gengchen Mai, Jin Sun |
| 2024 | ICLR | GeoLLM: Extracting Geospatial Knowledge from Large Language Models. | Rohin Manvi, Samar Khanna, Gengchen Mai, Marshall Burke, David B. Lobell, Stefano Ermon |
| 2024 | ICML | MC-GTA: Metric-Constrained Model-Based Clustering using Goodness-of-fit Tests with Autocorrelations. | Zhangyu Wang, Gengchen Mai, Krzysztof Janowicz, Ni Lao |
| 2024 | SIGIR | Img2Loc: Revisiting Image Geolocalization using Multi-modality Foundation Models and Image-based Retrieval-Augmented Generation. | Zhongliang Zhou, Jielu Zhang, Zihan Guan, Mengxuan Hu, Ni Lao, Lan Mu, Sheng Li, Gengchen Mai |
| 2023 | ICDM | ChatGraph: Interpretable Text Classification by Converting ChatGPT Knowledge to Graphs. | Yucheng Shi, Hehuan Ma, Wenliang Zhong, Qiaoyu Tan, Gengchen Mai, Xiang Li, Tianming Liu, Junzhou Huang |
| 2023 | ICML | CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations. | Gengchen Mai, Ni Lao, Yutong He, Jiaming Song, Stefano Ermon |
| 2020 | ICLR | Multi-Scale Representation Learning for Spatial Feature Distributions using Grid Cells. | Gengchen Mai, Krzysztof Janowicz, Bo Yan, Rui Zhu, Ling Cai, Ni Lao |
| 2018 | EKAW | Support and Centrality: Learning Weights for Knowledge Graph Embedding Models. | Gengchen Mai, Krzysztof Janowicz, Bo Yan |