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This book provides a compact, derivation-oriented introduction to the mathematical foundations of modern generative artificial intelligence. Rather than surveying every recent architecture or implementation detail, it develops a coherent route through the ideas connecting major families of generative models, from PCA, probabilistic PCA, variational autoencoders, and diffusion models to normalising flows, autoregressive factorisations, GANs, Wasserstein GANs, and energy-based models. The aim is…
arXivLabs is a framework for developing and sharing arXiv features, emphasizing openness and user privacy.
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AI summary The article discusses PostgreSQL's internal structure and aims to explain its subsystems for better understanding.
AI summary Safari 27.3 beta introduces Adaptive Dark Mode, which converts light websites to dark for a consistent experience.
Google, Meta, others' commitments and obligations reach 80% of assets
AI summary Kairos is an open-source risk and fraud decisioning platform that makes real-time decisions and keeps signals with each decision.
AI summary A macOS prototype uses AirPods Pro head-motion data to recognize silent mouthed words without a language model.
AI summary The author discusses ongoing questions about when the AI bubble will burst, noting uncertainty and potential market downturns.
AI summary Anthropic is developing FlashProve, an open-source system to verify AI model outputs through cryptographic proofs.
