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  2. Bethe and Related Pairwise Entropy Approximations

    https://mlg.eng.cam.ac.uk/adrian/prelated.pdf
    16 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 )
  3. Uprooting and Rerooting Graphical Models

    https://mlg.eng.cam.ac.uk/adrian/puproot.pdf
    16 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
  4. Revisiting the Limits of MAP Inference by MWSS on Perfect Graphs

    https://mlg.eng.cam.ac.uk/adrian/previsit.pdf
    16 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.
  5. Clamping Improves TRW and Mean Field Approximations

    https://mlg.eng.cam.ac.uk/adrian/pclamp-aistats.pdf
    16 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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