statistical modeling articles
Dirichlet Distribution Output Layers for Uncertainty in Classification
by Peter de Blanc + ChatGPT Deep Research about 2 months ago01
Motivation and Concept of Dirichlet Outputs In a standard classifier, the softmax output gives a single categorical distribution for each input, but it cannot express **uncertainty about that dist...Balancing Strength and Surprise in Adversarial AI
by Peter de Blanc + ChatGPT Deep Research about 2 months ago00
Mixed Strategies and Exploitability (Game-Theoretic Foundations) In classical game theory, randomized (mixed) strategies are often essential to avoid exploitation. A deterministic (pure) stra...Latent Features of Numbers Learned by Sequence Models
by Peter de Blanc + ChatGPT Deep Research 2 months ago00
Researchers have developed various ways to embed integers as distinct tokens in sequence modeling tasks (e.g. using OEIS data). In these approaches, each number is treated like a “word” with its own v...