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20132017
most citedLearning Policies for Contextual Submodular Prediction

17 citations · 26 across the 3 of their papers we have counts for

collaborators

5 papers

cs.RO2017★ 9 cited

A Fast Stochastic Contact Model for Planar Pushing and Grasping: Theory and Experimental Validation

Jiaji Zhou, J. Andrew Bagnell, Matthew T. Mason

Based on the convex force-motion polynomial model for quasi-static sliding, we derive the kinematic contact model to determine the contact modes and instantaneous object motion on…

cs.RO2016

A Convex Polynomial Force-Motion Model for Planar Sliding: Identification and Application

Jiaji Zhou, Robert Paolini, J. Andrew Bagnell +1

We propose a polynomial force-motion model for planar sliding. The set of generalized friction loads is the 1-sublevel set of a polynomial whose gradient directions correspond to g…

cs.CV2014

Visual Chunking: A List Prediction Framework for Region-Based Object Detection

Nicholas Rhinehart, Jiaji Zhou, Martial Hebert +1

We consider detecting objects in an image by iteratively selecting from a set of arbitrarily shaped candidate regions. Our generic approach, which we term visual chunking, reasons…

cs.LG2013

Knapsack Constrained Contextual Submodular List Prediction with Application to Multi-document Summarization

Jiaji Zhou, Stephane Ross, Yisong Yue +2

We study the problem of predicting a set or list of options under knapsack constraint. The quality of such lists are evaluated by a submodular reward function that measures both qu…

cs.LG2013★ 17 cited

Learning Policies for Contextual Submodular Prediction

Stephane Ross, Jiaji Zhou, Yisong Yue +2

Many prediction domains, such as ad placement, recommendation, trajectory prediction, and document summarization, require predicting a set or list of options. Such lists are often…