3 papers
cs.AI2025
Heads or Tails: A Simple Example of Causal Abstractive Simulation
Gabriel Simmons
This note illustrates how a variety of causal abstraction arXiv:1707.00819 arXiv:1812.03789, defined here as causal abstractive simulation, can be used to formalize a simple exampl…
cs.AI2024
Comment on Is Complexity an Illusion?
Gabriel Simmons
The paper "Is Complexity an Illusion?" (Bennett, 2024) provides a formalism for complexity, learning, inference, and generalization, and introduces a formal definition for a "polic…
cs.LG2024
Assessing Generalization for Subpopulation Representative Modeling via In-Context Learning
Gabriel Simmons, Vladislav Savinov
This study evaluates the ability of Large Language Model (LLM)-based Subpopulation Representative Models (SRMs) to generalize from empirical data, utilizing in-context learning wit…