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researcher

David A. McAllester

22 papers hereh-index 6236.2k citations163 works total

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

author position
  • sole author6
  • first author3
  • middle author4
  • last author8

Across the 21 of 22 papers where every author was matched, so the position is known.

fields
  • cs.AI6
  • cs.CL5
  • cs.LO5
  • cs.LG4
  • cs.CV2

identity via Semantic Scholar / OpenAlex

activity
20002026
most citedA PAC-Bayesian Approach to Spectrally-Normalized Margin Bounds for Neural Networks

296 citations · 604 across the 20 of their papers we have counts for

collaborators
Showing 2012Show all

3 papers · 1 filter

cs.AI2012★ 32 cited

Proceedings of the Twenty-Fourth Conference on Uncertainty in Artificial Intelligence (2008)

David McAllester, Petri Myllymaki

This is the Proceedings of the Twenty-Fourth Conference on Uncertainty in Artificial Intelligence, which was held in Helsinki, Finland, July 9 - 12 2008.

cs.AI2012

Case-Factor Diagrams for Structured Probabilistic Modeling

David A. McAllester, Michael Collins, Fernando Pereira

We introduce a probabilistic formalism subsuming Markov random fields of bounded tree width and probabilistic context free grammars. Our models are based on a representation of Boo…

cs.CV2012★ 8 cited

Continuous Markov Random Fields for Robust Stereo Estimation

Koichiro Yamaguchi, Tamir Hazan, David McAllester +1

In this paper we present a novel slanted-plane MRF model which reasons jointly about occlusion boundaries as well as depth. We formulate the problem as the one of inference in a hy…

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