4 citations · 4 across the 2 of their papers we have counts for
2 papers
cs.AI2024
Towards a Law of Iterated Expectations for Heuristic Estimators
Paul Christiano, Jacob Hilton, Andrea Lincoln +2
Christiano et al. (2022) define a *heuristic estimator* to be a hypothetical algorithm that estimates the values of mathematical expressions from arguments. In brief, a heuristic e…
cs.LG2023★ 4 cited
Scaling laws for single-agent reinforcement learning
Jacob Hilton, Jie Tang, John Schulman
Recent work has shown that, in generative modeling, cross-entropy loss improves smoothly with model size and training compute, following a power law plus constant scaling law. One…