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AmirEhsan Khorashadizadeh

2 accepted papers

2023

FunkNN: Neural Interpolation for Functional Generation

ICLR 2023poster

Can we build continuous generative models which generalize across scales, can be evaluated at any coordinate, admit calculation of exact derivatives, and are conceptually simple? Existing MLP-based architectures generate worse samples than the grid-based generators with favorable convolutional induc…

2021

Trumpets: Injective flows for inference and inverse problems

UAI 2021poster

We propose injective generative models called Trumpets that generalize invertible normalizing flows. The proposed generators progressively increase dimension from a low-dimensional latent space. We demonstrate that Trumpets can be trained orders of magnitudes faster than standard flows while yieldin…