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Feature-Based Metrics for Exploring the Latent Space of Generative… » This observation leads to the conclusion that analysis of latent space… Keywords : latent space, metric, Riemannian, geodesic, interpolation, generative models… While previous work use the pullback of the data space Euclidean… the University of Massachusetts Amherst Center for Data Science, and ... Openreview.net

Interpolation with Generative Models - Towards Data Science » Jan 17, 2019… To be honest, I merely started to contemplate about the nature of statistical and Machine Learning models after the Generative Adversarial Nets ... Towardsdatascience.com

Deeper into DCGANs - Towards Data Science » For example, Batch Normalization in generative models has emerging cousins such… Latent Space interpolation is one of the most interesting subjects of GAN  ... Towardsdatascience.com

Variational autoencoders. » Mar 19, 2018… 19 March 2018 / Data Science… More specifically, our input data is converted into an encoding vector… the decoder model is sometimes referred to as the generative model. By constructing our encoder model to output a range of possible…. useful when you'd like to interpolate between two observations, ... Jeremyjordan.me

Stories Mikael Bourges-Sevenier clapped for – Medium » Zichen Wang in Towards Data Science · Jan 17 · 8 min read. Interpolation with Generative Models. How generative models learn to create something new. 91. Medium.com

Glow: Better Reversible Generative Models » Jul 9, 2018… We introduce Glow, a reversible generative model which uses… and discovers features that can be used to manipulate attributes of data.…. We can also interpolate between arbitrary faces, by using the encoder to encode the ... Openai.com

Intuitively Understanding Variational Autoencoders - Towards Data… » Feb 4, 2018… Irhum Shafkat in Towards Data Science… When using generative models, you could simply want to generate a random, new output, that… where their encoded vectors lie, may not be continuous, or allow easy interpolation. Towardsdatascience.com

Zichen Wang – Medium » Passionate about Deep and Shallow Machine Learning.… Zichen Wang in Towards Data Science · Jan 17 · 8 min read. Interpolation with Generative Models ... Medium.com

Generative adversarial interpolative autoencoding: adversarial… » Keywords: convex, GAN, autoencoder, interpolation, stimuli generation,… method (although this may not go well if submitting to machine learning conferences).… What is the alternative to unsupervised generative models? Openreview.net

Must-Read Papers on GANs - Towards Data Science » Generative Adversarial Networks are one of the most interesting and popular… Latent space interpolation, using discriminator features to train classifiers, and… DCGAN model — generator architecture with upsampling convolutional layers ... Towardsdatascience.com

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