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Bethe and Related Pairwise Entropy Approximations
https://mlg.eng.cam.ac.uk/adrian/prelated.pdf16 May 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, ... Variational exact inference: log Z = minµM Eµ(E ) -
Uprooting and Rerooting Graphical Models
https://mlg.eng.cam.ac.uk/adrian/puproot.pdf16 May 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. ... Each Mi has the same partition function? MAP config of Mi -
Revisiting the Limits of MAP Inference by MWSS on Perfect Graphs
https://mlg.eng.cam.ac.uk/adrian/previsit.pdf16 May 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. ... Our approach is the only method known to solve all such models efficiently. -
Clamping Improves TRW and Mean Field Approximations
https://mlg.eng.cam.ac.uk/adrian/pclamp-aistats.pdf16 May 2024: Contact Adrian aw665@cam.ac.uk Download the full paper at http://mlg.eng.cam.ac.uk/adrian AISTATS 2016, Cadiz. ... naive mean field method, in each case guaranteeing animprovement in the approximation and bound. •
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