A visual guide to understanding preference learning in generative latent spaces
Imagine you're a chef with millions of possible dishes. Instead of memorizing every single dish, you learn the core ingredients and techniques. With just 20 ingredients and 10 cooking methods, you can create thousands of unique dishes!
A latent space is like this recipe system - it's a compressed representation of all possibilities, where similar things are close together.
Imagine you're searching for treasure on an island. As you rate different locations (👍 or 👎), you build a "heat map" showing where treasure is likely to be. The AI uses this heat map to find the best spot!
Click or tap on the space below to indicate what you like (👍) and dislike (👎). Watch how the AI learns your preferences and finds your ideal spot!
Latent Space: Musical elements like tempo, instruments, mood
Your Ratings: Like/dislike songs
Result: New songs perfectly matching your taste!
Latent Space: Style, layout, colors, materials
Your Ratings: Rate house designs
Result: Your dream home design!
Latent Space: Scene composition, pacing, visual effects, narrative style
Your Ratings: Swipe through short clips
Result: AI-generated videos tailored to your exact preferences!
Latent Space: Ingredients, cooking methods, flavors
Your Ratings: Rate different dishes
Result: New recipes you'll love!
Latent Space: Facial features, expressions, style
Your Ratings: Rate AI-generated faces
Result: Match without sharing photos!
Latent Space: Content style, topics, mood
Your Ratings: Just swipe like TikTok
Result: Infinite personalized AI content!
The AI generates diverse examples from different parts of the latent space - like showing you different dishes from around the menu.
Simply indicate what you like (👍) or dislike (👎). No technical knowledge needed - just your honest preferences!
Using machine learning, the AI builds a model of your preferences - understanding the patterns in what you enjoy.
The AI uses your preference model as a compass, navigating through the latent space to find the perfect content for you.
Not just one result - the AI creates multiple variations around your ideal, giving you options while staying true to your preferences.
You don't need to understand AI or coding. Just rate what you like - the system handles all the complexity.
Unlike one-size-fits-all AI, PLGL learns YOUR unique preferences and generates content specifically for you.
Navigate continuous spaces of possibilities rather than choosing from pre-made options. Create things that have never existed before!
The more you use it, the better it understands you. Your preference model evolves with your changing tastes.