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researcher

Richard Bergna

7 papers hereh-index 429 citations8 works total

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

author position
  • first author5
  • middle author2

Across the 7 of 7 papers where every author was matched, so the position is known.

fields
  • cs.LG4
  • stat.ML3

identity via Semantic Scholar / OpenAlex

activity
20232026
most citedGraph Neural Stochastic Differential Equations

1 citations · 1 across the 7 of their papers we have counts for

collaborators
Showing 2025Show all

2 papers · 1 filter

stat.ML2025

Post-Hoc Uncertainty Quantification in Pre-Trained Neural Networks via Activation-Level Gaussian Processes

Richard Bergna, Stefan Depeweg, Sergio Calvo Ordonez +3

Uncertainty quantification in neural networks through methods such as Dropout, Bayesian neural networks and Laplace approximations is either prone to underfitting or computationall…

cs.LG2025

A Gaussian Process View on Observation Noise and Initialization in Wide Neural Networks

Sergio Calvo-Ordoñez, Jonathan Plenk, Richard Bergna +4

Performing gradient descent in a wide neural network is equivalent to computing the posterior mean of a Gaussian Process with the Neural Tangent Kernel (NTK-GP), for a specific pri…

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