Prerequisites for Video World Models

Direct prerequisites (2)

1. World Models and Planninglayer 4, tier 2
2. Diffusion Modelslayer 4, tier 1

Reachable through the chain (40)

These topics are not directly cited as prerequisites but are reached transitively by following the chain upward. Working through the direct prerequisites pulls these in.

• Markov Decision Processeslayer 2, tier 1
• Convex Optimization Basicslayer 1, tier 1
• Differentiation in Rnlayer 0A, tier 1
• Sets, Functions, and Relationslayer 0A, tier 1
• Basic Logic and Proof Techniqueslayer 0A, tier 2
• Vectors, Matrices, and Linear Mapslayer 0A, tier 1
• Continuity in Rⁿlayer 0A, tier 1
• Metric Spaces, Convergence, and Completenesslayer 0A, tier 1
• Matrix Operations and Propertieslayer 0A, tier 1
• Concentration Inequalitieslayer 1, tier 1
• Common Probability Distributionslayer 0A, tier 1
• Expectation, Variance, Covariance, and Momentslayer 0A, tier 1
• Random Variableslayer 0A, tier 1
• Kolmogorov Probability Axiomslayer 0A, tier 1
• Variational Autoencoderslayer 3, tier 1
• Autoencoderslayer 2, tier 2
• Feedforward Networks and Backpropagationlayer 2, tier 1
• Matrix Calculuslayer 1, tier 1
• The Jacobian Matrixlayer 0A, tier 1
• The Hessian Matrixlayer 0A, tier 1
• Eigenvalues and Eigenvectorslayer 0A, tier 1
• Activation Functionslayer 1, tier 1
• Maximum Likelihood Estimation: Theory, Information Identity, and Asymptotic Efficiencylayer 0B, tier 1
• Central Limit Theoremlayer 0B, tier 1
• Law of Large Numberslayer 0B, tier 1
• KL Divergencelayer 1, tier 1
• Information Theory Foundationslayer 0B, tier 2
• Score Matchinglayer 3, tier 1
• Stochastic Differential Equationslayer 3, tier 2
• Ito's Lemmalayer 3, tier 2
• Stochastic Calculus for MLlayer 3, tier 3
• Martingale Theorylayer 0B, tier 2
• Measure-Theoretic Probabilitylayer 0B, tier 1
• Fokker–Planck Equationlayer 3, tier 2
• PDE Fundamentals for Machine Learninglayer 1, tier 2
• Fast Fourier Transformlayer 1, tier 2
• Exponential Function Propertieslayer 0A, tier 1
• Functional Analysis Corelayer 0B, tier 2
• Inner Product Spaces and Orthogonalitylayer 0A, tier 1
• Fisher Information: Curvature, KL Geometry, and the Natural Gradientlayer 0B, tier 1