Search Results for author: Christopher E. Denniston

Found 2 papers, 1 papers with code

Adaptive Sampling using POMDPs with Domain-Specific Considerations

1 code implementation23 Sep 2021 Gautam Salhotra, Christopher E. Denniston, David A. Caron, Gaurav S. Sukhatme

We find that by using knowledge of the number of rollouts allocated, the agent can more effectively choose actions to explore.

Probabilistic Inference of Simulation Parameters via Parallel Differentiable Simulation

no code implementations18 Sep 2021 Eric Heiden, Christopher E. Denniston, David Millard, Fabio Ramos, Gaurav S. Sukhatme

We address the latter problem of estimating parameters through a Bayesian inference approach that approximates a posterior distribution over simulation parameters given real sensor measurements.

Bayesian Inference Code Generation

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