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20042026
most citedEquality of Opportunity in Supervised Learning

1.9k citations

Showing 2011Show all

11 papers · 1 filter

cs.DS2011

Approximation Algorithms and Hardness of the k-Route Cut Problem

Julia Chuzhoy, Yury Makarychev, Aravindan Vijayaraghavan +1

We study the k-route cut problem: given an undirected edge-weighted graph G=(V,E), a collection {(s_1,t_1),(s_2,t_2),...,(s_r,t_r)} of source-sink pairs, and an integer connectivit…

math.NA2011★ 265 cited

A compiler for variational forms

Robert C. Kirby, Anders Logg

As a key step towards a complete automation of the finite element method, we present a new algorithm for automatic and efficient evaluation of multilinear variational forms. The al…

cs.AI2011★ 21 cited

The Generalized A* Architecture

P. F. Felzenszwalb, D. McAllester

We consider the problem of computing a lightest derivation of a global structure using a set of weighted rules. A large variety of inference problems in AI can be formulated in thi…

cs.LG2011★ 57 cited

On the Universality of Online Mirror Descent

Nathan Srebro, Karthik Sridharan, Ambuj Tewari

We show that for a general class of convex online learning problems, Mirror Descent can always achieve a (nearly) optimal regret guarantee.

math.CO2011★ 1 cited

On the Caccetta-Haggkvist conjecture with forbidden subgraphs

Alexander Razborov

The Caccetta-Haggkvist conjecture made in 1978 asserts that every orgraph on n vertices without oriented cycles of length <= l must contain a vertex of outdegree at most (n-1)/l. I…

cs.AI2011★ 67 cited

Decision-Theoretic Bidding Based on Learned Density Models in Simultaneous, Interacting Auctions

J. A. Csirik, M. L. Littman, D. McAllester +2

Auctions are becoming an increasingly popular method for transacting business, especially over the Internet. This article presents a general approach to building autonomous bidding…