Elizabeth Barnes

3 papers · 2023–2025 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 👥 Mega-Team · Legion

Venues

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

Top co-authors

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

Research topics

Machine Learning (2) Artificial Intelligence (1) Data Science & Analytics (1) Application Areas (1) Core AI (1) Core Methods (1) Methods (1)

Keywords

high-resolution simulation (2) language model (1) human expert (1) climate simulation (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) agents (1) capabilities (1) frontier ai (1) time series (1) research engineering benchmark (1)

Papers

ClimSim-Online: A Large Multi-Scale Dataset and Framework for Hybrid Physics-ML Climate Emulation JMLR 2025 RE-Bench: Evaluating Frontier AI R&D Capabilities of Language Model Agents against Human Experts ICML 2025 ClimSim: A large multi-scale dataset for hybrid physics-ML climate emulation NeurIPS 2023