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Characterizing Tightness of LP Relaxations by Forbidding Signed Minors
https://mlg.eng.cam.ac.uk/adrian/pminor.pdf19 Jun 2024: Contact Adrian aw665@cam.ac.uk Download the full paper at http://mlg.eng.cam.ac.uk/adrian UAI 2016, Jersey City. -
Uprooting and Rerooting Graphical Models
https://mlg.eng.cam.ac.uk/adrian/puproot.pdf19 Jun 2024: Uprooting and Rerooting Graphical ModelsAdrian Weller, University of Cambridge. Contact Adrian aw665@cam.ac.uk Download the full paper at http://mlg.eng.cam.ac.uk/adrian ICML 2016, New York. -
Bethe and Related Pairwise Entropy Approximations
https://mlg.eng.cam.ac.uk/adrian/prelated.pdf19 Jun 2024: Bethe and Related Pairwise Entropy ApproximationsAdrian Weller, University of Cambridge. Contact Adrian at aw665@cam.ac.uk Download the full paper at http://mlg.eng.cam.ac.uk/adrian UAI 2015, -
Revisiting the Limits of MAP Inference by MWSS on Perfect Graphs
https://mlg.eng.cam.ac.uk/adrian/previsit.pdf19 Jun 2024: Contact Adrian at aw665@cam.ac.uk Download the full paper at http://www.jmlr.org/proceedings/papers/v38/weller15.pdf AISTATS 2015, San Diego, May 2015. ... EXAMPLE APPLICATION TO A FRUSTRATED CYCLE. In the paper, we show constructively how MAP inference -
Clamping Improves TRW and Mean Field Approximations
https://mlg.eng.cam.ac.uk/adrian/pclamp-aistats.pdf19 Jun 2024: Contact Adrian aw665@cam.ac.uk Download the full paper at http://mlg.eng.cam.ac.uk/adrian AISTATS 2016, Cadiz. ... See the paper for details. • If the singleton entropy of a variable is already low, then it is already ‘almost’clamped and we should
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