Research.

For an updated list of my research, see my Google Scholar page.


Under submission

Kumarappan, Adarsh, George, Robert Joseph, Anima Anandkumar et al. “ LeanAgent: Lifelong Learning for Formal Theorem Proving”

Conference Proceedings

Rahman, Md Ashiqur, George, Robert Joseph, Anima Anandkumar et al. “Pretraining Codomain Attention Neural Operators for Solving Multiphysics PDEs.” NeurIPS, 2024. [Paper], [Codebase]

George, Robert Joseph, Jiawei Zhao, Jean Kossafii, Zongyi Li and Anima Anandkumar. “Incremental Spatial and Spectral Learning of Neural Operators for Solving Large-Scale PDEs”. Transactions of Machine Learning Research, 2024. [Paper], [Codebase]

George, Robert Joseph. “EDCDE - Extended Discovery of Closed-Form Differential Equations”. ICLR Tiny Paper, 2023. [Paper], [Codebase]


Workshops

George, Robert Joseph, David Pitt, Anima Anandkumar et al. “Tensor-GaLore: Memory-Efficient Training via Gradient Tensor Decomposition”, NeurIPS Optimization for Machine Learning Workshop, 2024. [Paper]

Jiawei Zhao, George, Robert Joseph, Yifei Zhang, Zongyi Li and Anima Anandkumar. “Incremental Fourier Neural Operator”. NeurIPS 2022 Workshop AI4Science, 2022. [Paper], [NeurIPS]

George, Robert Joseph, Martha White, Adam White and Samuel Neumann. “Making Reinforcement Learning Experiments More Reproducible and Computationally Efficient”. Reverse Expo, Alberta Machine Intelligence Institute, 2022. [Poster], [Codebase]


Undergraduate Honors Thesis

George, Robert Joseph, Noel Murasko and John Bowman. “Hybrid Dealiased Convolutions.” Joint Mathematics Meetings, 2023. [Paper], [Poster 1], [Poster 2], [Presentation], [JMM]

George, Robert Joseph, and Xinwei Yu. “Numerical Analysis for real-time Nonlinear Model Predictive Control of Ethanol Steam Reformers”. Canadian Undergraduate Mathematics Conference, 2022. [Presentation], [Paper]


Talks/Presentations

Foundational Models for PDEs, Scientific Foundation Models, University of Michigan, 2024.

CoDomain Attention Neural Operator, AI+Science, University of Chicago, 2024.

Summer School in Logic and Formal Epistemology, Carnegie Mellon University, 2022.

International Undergraduate Summer Enrichment Program, University of Alberta, 2021.

Alberta Number Theory Days XIII, Banff International Research Station for Mathematical Innovation and Discovery, 2021.

Western Summer School in Algebra, University of Alberta, 2020.