PG
Pierre Gentine
physics.ao-phcs.LGEcosystemDroughtsWaterPhotosynthesisphysics.comp-phdroughtphysics.flu-dynphysics.geo-ph
On Valency
published · living versionsW_vvv7vm74·v1 · currentpublished
Koopman early warning signals for bifurcation and rate-induced tipping
with Juan Nathaniel, Carla Roesch, Derek DeSantis, Parvathi Kooloth +3
1 version
W_93xu3qcm·v1published
W_r3bmtbjc·v1published
Preprints & journals
166 papers in the corpus · 2013–2026legoESM: a modular, differentiable, multiscale, AI-ready Earth system model built with AI agents2610.11883v1 · Pierre Gentine, Dhruv Balwada, Aytac Pacal et al.2026 · 0 citationsarXiv
ClimateBench v2.0: Probabilistic Climate Model Benchmarking2610.04558v1 · Duncan Watson-Parris, Willa Tobin, Aytac Pacal et al.2026 · 0 citationsarXiv
Neptune: An AI model for Global Ocean Subseasonal Prediction2609.08606v1 · Davide Donno, Italo Epicoco, Massimo Cafaro et al.2026 · 0 citationsarXivon Valency
Video Diffusion for Satellite-based High-Dynamical-Fidelity Precipitation (HiDFiP) Field Generation2608.21812v1 · Runze Li, Yan Xia, Yongquan Qu et al.2026 · 0 citationsarXivon Valency
Permafrost thaw has enlarged the burned area proportion from naturally-ignited wildfires in Arctic-boreal regions.42840256 · Cai, Lei, Shi, Weiyu, Zhang, Qiang et al.2026 · 1 citationNational science review. 2026;13(17):nwag515
FEMA phase-out? Catastrophic extremes challenge decentralization of US flood insurance.42611997 · Nayak, Adam, Zhang, Mengjie, Gentine, Pierre et al.2026 · 0 citationsProceedings of the National Academy of Sciences of the United States of America. 2026;123(34):e2537388123
Bridging the weather and climate divide with artificial intelligence.42613333 · Camps-Valls, Gustau, Carrassi, Alberto, de Melo Viríssimo, Francisco et al.2026 · 0 citationsNature communications. 2026;17(1)
Koopman early warning signals for bifurcation and rate-induced tipping2608.14716v1 · Juan Nathaniel, Carla Roesch, Derek DeSantis et al.2026 · 0 citationsarXivon Valency
PhysMetrics.Weather: An Evaluation Framework for Physical Consistency in ML Weather Models2606.10642v2 · Emma Kasteleyn, Timo Maier, Axel Lauer et al.2026 · 0 citationsarXiv
Systematic LLM Translation of Legacy Scientific Code to Differentiable Frameworks: Application to a Land Surface Model2606.07681v1 · Aya Lahlou, Linnia Hawkins, Pierre Gentine2026 · 0 citationsarXiv
Transfer learning reveals large discrepancies between air and land surface temperatures in cities.42203783 · Zhang, Yiwen, Zhao, Lei, Chakraborty, T C et al.2026 · 1 citationNature communications. 2026;17(1)
Differentiable land model reveals global environmental controls on latent ecological functions.42161974 · Fang, Jianing, Bowman, Kevin, Zhao, Wenli et al.2026 · 1 citationNature communications. 2026;17(1)
Wavelet Flow Matching for Multi-Scale Physics Emulation2605.16573v1 · Gabriele Accarino, Juan Nathaniel, Carla Roesch et al.2026 · 0 citationsarXiv
In-context learning to predict critical transitions in dynamical systems2605.12308v1 · Yunus Sevinchan, Juan Nathaniel, Kai Ueltzhoffer et al.2026 · 0 citationsarXiv
Leaf temperature and its departure from ambient air temperature.42103907 · Lian, Xu, JiJi, Jiamen, Fang, Jianing et al.2026 · 2 citationsNature plants. 2026;12(6):1189-1202
Earth-o1: A Grid-free Observation-native Atmospheric World Model2605.06337v1 · Junchao Gong, Kaiyi Xu, Wangxu Wei et al.2026 · 0 citationsarXiv
Physics-Constrained Adaptive Flow Matching for Climate Downscaling2604.03459v1 · Kevin Debeire, Aytac Pacal, Pierre Gentine et al.2026 · 0 citationsarXiv
Accurate and Efficient Hybrid-Ensemble Atmospheric Data Assimilation in Latent Space with Uncertainty Quantification2603.04395v1 · Hang Fan, Juan Nathaniel, Yi Xiao et al.2026 · 0 citationsarXiv
AI for atmosphere-ocean sciences: advancements, challenges and ways forward.41822045 · Luo, Jing-Jia, Xia, Jiangjiang, Pan, Baoxiang et al.2026 · 6 citationsNational science review. 2026;13(5):nwag063
Physically consistent global atmospheric data assimilation with machine learning in latent space.41477852 · Fan, Hang, Bai, Lei, Fei, Ben et al.2026 · 7 citationsScience advances. 2026;12(1):eaea4248
Spatial sucrose sink profiles shape phloem transport efficiency and xylem-phloem water exchange.41453509 · Nakad, Mazen, Potkay, Aaron, Hesse, Marc A et al.2026 · 0 citationsJournal of theoretical biology. 2026;621:112346
Technical Report: Towards Unified Diffusion Models for Multi-Model Climate Emulation at Scale2511.22970v1 · Francesco Immorlano, Elijah Tavares, Felix Draxler et al.2025 · 0 citationsarXiv
Crowdsourcing the Frontier: Advancing Hybrid Physics-ML Climate Simulation via a $50,000 Kaggle Competition2511.20963v4 · Jerry Lin, Zeyuan Hu, Tom Beucler et al.2025 · 5 citationsarXiv
Power Ensemble Aggregation for Improved Extreme Event AI Prediction2511.11170v1 · Julien Collard, Pierre Gentine, Tian Zheng2025 · 0 citationsarXiv
FEMA Phase-Out? Catastrophic Extremes Limit Decentralization of U.S. Flood Insurancex56178 · Adam Nayak, Mengjie Zhang, Pierre Gentine et al.2025 · 0 citationsEarthArXiv
A near-real time daily European Power Consumption and Carbon Intensity Dataset (ECON-PowerCI).41145597 · Zhang, Shujie, Zhao, Wenli, Zhu, Biqing et al.2025 · 4 citationsScientific data. 2025;12(1):1693
LO-SDA: Latent Optimization for Score-based Atmospheric Data Assimilation2510.22562v1 · Jing-An Sun, Hang Fan, Junchao Gong et al.2025 · 0 citationsarXiv
Learning more physically realistic dynamics in machine-learning based weather forecasting with latent-space constraints2510.04006v2 · Hang Fan, Yi Xiao, Yongquan Qu et al.2025 · 0 citationsarXiv
Deep learning for flash drought forecasting and interpretation2510.02576v1 · Qian Zhao, Xuwei Tan, Xueru Zhang et al.2025 · 0 citationsarXiv
An Attention-Based Stochastic Simulator for Multisite Extremes to Evaluate Nonstationary, Cascading Flood Risk2509.14162v3 · Adam Nayak, Pierre Gentine, Upmanu Lall2025 · 0 citationsNayak, A., Gentine, P., and Lall, U. (2026). "Attention-Based Stochastic Simulation of Climate-Informed Spatiotemporal Flood Risk for Multisite Insurance Portfolios." Geophysical Research Letters, 53 (15)
PnP-DA: Towards Principled Plug-and-Play Integration of Variational Data Assimilation and Generative Models2508.00325v1 · Yongquan Qu, Matthieu Blanke, Sara Shamekh et al.2025 · 0 citationsarXiv
Combining Observations and Models: A Review of the CARDAMOM Framework for Data-Constrained Terrestrial Ecosystem Modeling.40856273 · Worden, Matthew A, Bilir, T Eren, Bloom, A Anthony et al.2025 · 9 citationsGlobal change biology. 2025;31(8):e70462
A Self-Evolving AI Agent System for Climate Science2507.17311v3 · Zijie Guo, Jiong Wang, Fenghua Ling et al.2025 · 3 citationsarXiv
Reduced water loss rather than increased photosynthesis controls CO2-enhanced water-use efficiency.40646261 · Zhan, Weiwei, Lian, Xu, Liu, Jiangong et al.2025 · 18 citationsNature ecology & evolution. 2025;9(9):1571-1584
When and where soil dryness matters to ecosystem photosynthesis.40624150 · Liu, Jiangong, Wang, Qiren, Zhan, Weiwei et al.2025 · 51 citationsNature plants. 2025;11(7):1390-1400
Limited Regulation of Canopy Water Use Efficiency by Stomatal Behavior Under Drought Propagation.40716001 · Li, Feng, Xin, Qinchuan, Yi, Chuixiang et al.2025 · 12 citationsGlobal change biology. 2025;31(7):e70381
JAX-LaB: A High-Performance, Differentiable, Lattice Boltzmann Library for Modeling Multiphase Fluid Dynamics in Geosciences and Engineering2506.17713v2 · Piyush Pradhan, Pierre Gentine, Shaina Kelly2025 · 1 citationarXiv
Align-DA: Align Score-based Atmospheric Data Assimilation with Multiple Preferences2505.22008v1 · Jing-An Sun, Hang Fan, Junchao Gong et al.2025 · 0 citationsarXiv
Strictly Constrained Generative Modeling via Split Augmented Langevin Sampling2505.18017v4 · Matthieu Blanke, Yongquan Qu, Sara Shamekh et al.2025 · 0 citationsThe Fourteenth International Conference on Learning Representations (ICLR 2026)
CausalDynamics: A large-scale benchmark for structural discovery of dynamical causal models2505.16620v2 · Benjamin Herdeanu, Juan Nathaniel, Carla Roesch et al.2025 · 0 citationsarXiv
Deep Koopman operator framework for causal discovery in nonlinear dynamical systems2505.14828v1 · Juan Nathaniel, Carla Roesch, Jatan Buch et al.2025 · 0 citationsarXiv
Erratum: Increasing atmospheric evaporative demand across the Tibetan plateau and implications for surface water resources.40612904 · Xu, Shiqin, Lettenmaier, Dennis P, McVicar, Tim R et al.2025 · 1 citationiScience. 2025;28(6):112598
Generative emulation of chaotic dynamics with coherent prior2504.14264v1 · Juan Nathaniel, Pierre Gentine2025 · 1 citationarXiv
Transferring climate change physical knowledge.40198708 · Immorlano, Francesco, Eyring, Veronika, le Monnier de Gouville, Thomas et al.2025 · 15 citationsProceedings of the National Academy of Sciences of the United States of America. 2025;122(15):e2413503122
Catastrophic “Hyperclustering” and Recurrent Losses: Diagnosing U.S. Flood Insurance Insolvency Triggersx5jb0t · Adam Nayak, Mengjie Zhang, Pierre Gentine et al.2025 · 5 citationsEarthArXiv
A long-term reconstruction of a global photosynthesis proxy over 1982-2023.40032879 · Fang, Jianing, Lian, Xu, Ryu, Youngryel et al.2025 · 22 citationsScientific data. 2025;12(1):372
Opportunities and challenges of quantum computing for climate modelling2502.10488v2 · Mierk Schwabe, Lorenzo Pastori, In'es de Vega et al.2025 · 13 citationsEnvironmental Data Science. 2025;4:e35
Impact of sucrose sinks on phloem transport10.1101/2025.01.28.635320v1 · Nakad, M., Weng, E., Gentine, P.2025 · 0 citationsbioRxiv
GRAiCE: reconstructing terrestrial water storage anomalies with recurrent neural networks.39863652 · Palazzoli, Irene, Ceola, Serena, Gentine, Pierre2025 · 18 citationsScientific data. 2025;12(1):146
Author Correction: Spatiotemporal upscaling of sparse air-sea pCO2 data via physics-informed transfer learning.39706864 · Kim, Siyeon, Nathaniel, Juan, Hou, Zhewen et al.2025 · 0 citationsScientific data. 2024;11(1):1413
Career total: at least 787 works. 166 are in this corpus.Showing the 50 most recent.
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