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  2. Tightness of LP Relaxations for Almost Balanced Models

    https://mlg.eng.cam.ac.uk/adrian/palmost.pdf
    19 Jun 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. CBR working paper abstracts (PDF)

    https://www.jbs.cam.ac.uk/wp-content/uploads/2023/06/cbr-abstracts-working-papers.pdf
    9 Jul 2023: The paper also considers likely future trends and policy measures to improve job creation. ... The paper also assesses the roles of technological convergences and institutional structure in this process.
  4. Conditions Beyond Treewidth for Tightness of Higher-Order LP…

    https://mlg.eng.cam.ac.uk/adrian/ptight2.pdf
    19 Jun 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.
  5. Approximating the Bethe Partition Function

    https://mlg.eng.cam.ac.uk/adrian/pnb.pdf
    19 Jun 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
  6. Clamping Variables and Approximate Inference

    https://mlg.eng.cam.ac.uk/adrian/pclamp.pdf
    19 Jun 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. ... interaction strength W -. As n grows, still helpful even just to clamp one
  7. 19 Jun 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.
  8. 19 Jun 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.
  9. Bethe and Related Pairwise Entropy Approximations

    https://mlg.eng.cam.ac.uk/adrian/prelated.pdf
    19 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, ... Variational exact inference: log Z = minµM Eµ(E )
  10. Revisiting the Limits of MAP Inference by MWSS on Perfect Graphs

    https://mlg.eng.cam.ac.uk/adrian/previsit.pdf
    19 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
  11. Uprooting and Rerooting Graphical Models

    https://mlg.eng.cam.ac.uk/adrian/puproot.pdf
    19 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. ... Each Mi has the same partition function? MAP config of Mi

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