Tag: fields
-
Physics-informed Blind Reconstruction of Dense Fields from Sparse Measurements using Neural Networks with a Differentiable Simulator
Physics-informed Blind Reconstruction of Dense Fields from Sparse Measurements using Neural Networks with a Differentiable Simulator arXiv:2601.20496v1 Announce Type: new Abstract: Generating dense physical fields from sparse measurements is a fundamental question in sampling, signal processing, and many other applications. State-of-the-art methods either use spatial statistics or rely on examples of dense fields in the…
-
Reliable DS Adjacent Fields Hiring for Bachelor’s Degree?
Reliable DS Adjacent Fields Hiring for Bachelor’s Degree? Hello all. To try and condense a lot of context for this question, I am an adult who went back to school to complete my bachelor’s, in order to support myself and my partner on one income. Admittedly, I did this because I heard how good data…
-
LatticeVision: Image to Image Networks for Modeling Non-Stationary Spatial Data
LatticeVision: Image to Image Networks for Modeling Non-Stationary Spatial Data arXiv:2505.09803v1 Announce Type: new Abstract: In many scientific and industrial applications, we are given a handful of instances (a ‘small ensemble’) of a spatially distributed quantity (a ‘field’) but would like to acquire many more. For example, a large ensemble of global temperature sensitivity fields…