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Julius Berner

Topic trends: 32,543 papers · similarity ≥ 0.4 · year ≥ 2024 · Data sourced from Semantic Scholar

34,598 papers | Abstracts: 31,650 (91.5%) | Citations: 34,598 (100.0%) | arXiv: 26,074 (75.4%)

Built: Feb 15, 2026, 1:13 AM AMS

9

papers

956

total citations

papers (9)

Mathematical Capabilities of ChatGPT

NEURIPS 2023arXiv

Improved sampling via learned diffusions

DPOT: Auto-Regressive Denoising Operator Transformer for Large-Scale PDE Pre-Training

Improving Diffusion Inverse Problem Solving with Decoupled Noise Annealing

Neural Operators with Localized Integral and Differential Kernels

Numerically Solving Parametric Families of High-Dimensional Kolmogorov Partial Differential Equations via Deep Learning

NEURIPS 2020arXiv

Guided Diffusion Sampling on Function Spaces with Applications to PDEs

NEURIPS 2025arXiv

Solving Poisson Equations using Neural Walk-on-Spheres

Trust Region Constrained Measure Transport in Path Space for Stochastic Optimal Control and Inference

NEURIPS 2025arXiv