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  2. Tightness of LP Relaxations for Almost Balanced Models

    https://mlg.eng.cam.ac.uk/adrian/palmost.pdf
    6 May 2024: Contact Adrian aw665@cam.ac.uk Download the full paper at http://mlg.eng.cam.ac.uk/adrian AISTATS 2016, Cadiz. ... A. Weller. Revisiting the limits of MAP inference by MWSS on perfect graphs.

  3. Conditions Beyond Treewidth for Tightness of Higher-Order LP…

    https://mlg.eng.cam.ac.uk/adrian/ptight2.pdf
    6 May 2024: Contact Mark mr504@cam.ac.uk Download the full paper at http://mr504.user.srcf.net AISTATS 2017, Fort Lauderdale. ... Jordan. Treewidth-based conditions for exactness of the Sherali-Adamsand Lasserre relaxations. Univ.

  4. Approximating the Bethe Partition Function

    https://mlg.eng.cam.ac.uk/adrian/pnb.pdf
    6 May 2024: Approximating the Bethe Partition FunctionAdrian Weller and Tony Jebara. Contact: adrian@cs.columbia.edu July 2014 Download the full paper at: http://www.cs.columbia.edu/jebara/papers/nb-UAI.pdf. ... On the left, = 1 (medium resolution); on the right, = 0

  5. Clamping Variables and Approximate Inference

    https://mlg.eng.cam.ac.uk/adrian/pclamp.pdf
    6 May 2024: Clamping Variables and Approximate InferenceAdrian Weller and Tony Jebara. Contact Adrian at aw665@cam.ac.uk Download the full paper at http://www.cs.columbia.edu/adrianTM. ... functions:. Z = Z|X1=0 Z|X1=1After clamping a variable, remove it from the

  6. Understanding the Bethe Approximation: When and How can it go Wrong?

    https://mlg.eng.cam.ac.uk/adrian/pabc.pdf
    6 May 2024: Contact: adrian@cs.columbia.edu July 2014 Download the full paper at: http://www.cs.columbia.edu/jebara/papers/abc.pdf. Introduction. ... Also consider the cycle polytope, lies between marginal and local. marginal polytopeglobal consistency.

  7. Characterizing Tightness of LP Relaxations by Forbidding Signed Minors

    https://mlg.eng.cam.ac.uk/adrian/pminor.pdf
    6 May 2024: Contact Adrian aw665@cam.ac.uk Download the full paper at http://mlg.eng.cam.ac.uk/adrian UAI 2016, Jersey City. ... The unsigned graph Kn is the complete graph on n vertices,i.e.

  8. Bethe and Related Pairwise Entropy Approximations

    https://mlg.eng.cam.ac.uk/adrian/prelated.pdf
    6 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 )

  9. Revisiting the Limits of MAP Inference by MWSS on Perfect Graphs

    https://mlg.eng.cam.ac.uk/adrian/previsit.pdf
    6 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.

  10. Uprooting and Rerooting Graphical Models

    https://mlg.eng.cam.ac.uk/adrian/puproot.pdf
    6 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

  11. Clamping Improves TRW and Mean Field Approximations

    https://mlg.eng.cam.ac.uk/adrian/pclamp-aistats.pdf
    6 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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