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researcher

Gregory W. Benton

8 papers hereh-index 7436 citations9 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author5
  • middle author3

Across the 8 of 8 papers where every author was matched, so the position is known.

fields
  • cs.LG8

identity via Semantic Scholar / OpenAlex

activity
20192022
most citedRethinking Parameter Counting in Deep Models: Effective Dimensionality Revisited

28 citations · 92 across the 8 of their papers we have counts for

collaborators
Showing 2022Show all

2 papers · 1 filter

cs.LG2022★ 1 cited

Volatility Based Kernels and Moving Average Means for Accurate Forecasting with Gaussian Processes

Gregory Benton, Wesley J. Maddox, Andrew Gordon Wilson

A broad class of stochastic volatility models are defined by systems of stochastic differential equations. While these models have seen widespread success in domains such as financ…

cs.LG2022★ 19 cited

Bayesian Model Selection, the Marginal Likelihood, and Generalization

Sanae Lotfi, Pavel Izmailov, Gregory Benton +2

How do we compare between hypotheses that are entirely consistent with observations? The marginal likelihood (aka Bayesian evidence), which represents the probability of generating…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.