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Tightness of LP Relaxations for Almost Balanced Models
https://mlg.eng.cam.ac.uk/adrian/palmost.pdf19 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. -
Communications Officer – Full time 37.5 hours pw IfM ...
https://engage.ifm.eng.cam.ac.uk/wp-content/uploads/2024.06.14_CommsOfficer_JobDescription_final.pdf14 Jun 2024: Communications Officer – Full time 37.5 hours pw IfM Engage About the Institute for Manufacturing and IfM Engage The Institute for Manufacturing (IfM) is part of the University of Cambridge’s ... The role is full-time; however, we are open to -
Conditions Beyond Treewidth for Tightness of Higher-Order LP…
https://mlg.eng.cam.ac.uk/adrian/ptight2.pdf19 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. -
Approximating the Bethe Partition Function
https://mlg.eng.cam.ac.uk/adrian/pnb.pdf19 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 -
Clamping Variables and Approximate Inference
https://mlg.eng.cam.ac.uk/adrian/pclamp.pdf19 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. ... functions:. Z = Z|X1=0 Z|X1=1After clamping a variable, remove it from the -
Understanding the Bethe Approximation: When and How can it go Wrong?
https://mlg.eng.cam.ac.uk/adrian/pabc.pdf19 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. -
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. ... The unsigned graph Kn is the complete graph on n vertices,i.e. -
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, ... Variational exact inference: log Z = minµM Eµ(E ) -
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. ... Our approach is the only method known to solve all such models efficiently. -
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. ... Each Mi has the same partition function? MAP config of Mi
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