Here we propose a method to build a set of linearly independent vectors in the latent space of a trained GAN, which we call quasi-eigenvectors. These quasi-eigenvectors have two key properties: i) They span the latent space, ii) A set of these quasi-eigenvectors map to each of the ...
How to Explore the Latent Space for Generated Faces Vector Arithmetic in Latent Space The generator model in the GAN architecture takes a point from the latent space as input and generates a new image. The latent space itself has no meaning. Typically it is a 100-dim...
or “How does adding a page title to this document affect the way the model encodes its meaning?” For example, we can embed the title of this piece, Prism: mapping interpretable concepts and features in a latent space of language, and see that this activates features like “Starts with ...
With the latent generative landscape defining subsets of sequence space and cost of fitness to access new functions, we can also consider smaller, local differences encoded in the landscape. In the case of TRMP8, cold-sensitive sequences are encoded deeper into basins. This includes mutant sequenc...
PCMs have been broadly used in latent heat thermal storage schemes for solar engineering, heat pumps, and spacecraft thermal control applications. Thermal energy storage in packed pebble bed heat exchanger-a review One of the most effective alternatives is to incorporate a PCM, which is a latent...
The smoothness term measures the likelihood of generating the target response from a random interpolation between the point mapped from the context and the one mapped from the response. By maximizing this likelihood, we encourage a smooth transition of the meaning of the gener...
其实LSM的形式有很多, 最核心的是这个 latent vector{zi}i=1p, 它表征着一个Latent Space, 当然这个inner-product只是一个相似性度量, 在不同的工作中有其他的形式, 例如:‖zi−zj‖2. 不过实际上在这个模型内两者是等价的: We note that model also allows the latent variables to enter the second equa...
Advised by our domain experts, who are long-time Chinese music performers, we know in order to differentiate or compare the semantic meaning of music segments, the duration of a music segment needs to be at least 10 s. Due to the fact that the sampling rate for the original spectrogram is...
Domain examples and student productions are represented in a high-dimensional semantic space, automatically built from a statistical analysis of the co-occurrences of their lexemes. We also designed tutoring strategies to automatically detect lexeme misunderstandings and to select among the various ...
When you multiply latent by negative or big positive (bigger than 2) number and paste this latent in sampler, you can see that the image will be generated very poorly. This is because stable diffusion cannot work with such set of numbers (meaning the numbers contained in latent). ...