Laure Zanna

4 papers · 2022–2025 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird 👥 Mega-Team · Legion

Venues

ICML (2) JMLR (1) NeurIPS (1)

Top co-authors

Pierre Gentine (2) Mohamed Aziz Bhouri (2) Sanket Jantre (2) Liran Peng (2) Fernando Iglesias-Suarez (2) Tian Zheng (2) Ryan Abernathey (2) Veronika Eyring (2) Guang Zhang (2) Po-Lun Ma (2)

Research topics

Machine Learning (3) Deep Learning (2) Core Methods (2) Computer Vision (1) Data Science & Analytics (1) Application Areas (1) Architectures (1) Domain-Specific (1) Learning Types (1) Methods (1) Models (1)

Keywords

high-resolution simulation (2) epistemic uncertainty (1) denoising (1) probability estimation (1) time series (1) score function (1) deep neural network (1) aleatoric uncertainty (1) climate simulation (1) histopathology image (1) invariant measure (1) radar image (1) physics-ml hybrid (1) neural network emulator (1) climate emulation (1) hybrid physics-ml (1) multi-scale climate (1) deterministic regression (1) stochastic regression (1) autoregressive emulator (1)

Papers

ClimSim-Online: A Large Multi-Scale Dataset and Framework for Hybrid Physics-ML Climate Emulation JMLR 2025 Thermalizer: Stable autoregressive neural emulation of spatiotemporal chaos ICML 2025 ClimSim: A large multi-scale dataset for hybrid physics-ML climate emulation NeurIPS 2023 Deep Probability Estimation ICML 2022