219 citations · 1.8k across the 99 of their papers we have counts for
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stat.ML2015★ 2 cited
Train and Test Tightness of LP Relaxations in Structured Prediction
Ofer Meshi, Mehrdad Mahdavi, Adrian Weller +1
Structured prediction is used in areas such as computer vision and natural language processing to predict structured outputs such as segmentations or parse trees. In these settings…
cs.LG2015★ 2 cited
Clamping Improves TRW and Mean Field Approximations
Adrian Weller, Justin Domke
We examine the effect of clamping variables for approximate inference in undirected graphical models with pairwise relationships and discrete variables. For any number of variable…