Latent Space Interpolation And Exploration

via “interactive latent space exploration with real-time preview”

Artbreeder is new type of creative tool that empowers users creativity by making it easier to collaborate and explore.

via “latent space exploration”

Drag Your GAN: Interactive Point-based Manipulation on the Generative Image Manifold.

Unique: Provides an intuitive interface for exploring latent space, making it accessible for users to see how variations in input affect outputs.

vs others: More user-friendly than traditional latent space exploration tools, which often require complex coding or understanding of the underlying model.

via “continuous latent space sampling for generative modeling”

* 🏆 2014: [Generative Adversarial Networks (GAN)](https://papers.nips.cc/paper/2014/hash/5ca3e9b122f61f8f06494c97b1afccf3-Abstract.html)

Unique: Generates samples by sampling from a simple, tractable prior distribution rather than learning a complex implicit distribution (as in GANs) or requiring rejection sampling. The prior is fixed (e.g., standard Gaussian) and chosen for computational convenience, while the decoder learns to transform prior samples into realistic data. This provides a principled probabilistic framework for generation with explicit likelihood evaluation, unlike GANs which lack a tractable likelihood.

vs others: Provides more stable and interpretable generation than GANs because the prior is fixed and tractable, enabling likelihood-based evaluation and principled sampling; enables smoother interpolation than autoregressive models because latent space is continuous and low-dimensional, whereas autoregressive models generate sequentially without explicit latent structure.