output
20142026
most citedAutomated Reinforcement Learning (AutoRL): A Survey and Open Problems

91 citations

Showing 2017Show all

7 papers · 1 filter

cond-mat.soft2017

Trapping/Pinning of colloidal microspheres over glass substrate using surface features

Praneet Prakash, Manoj Varma

Suspensions of micro and nano particles made of Polystyrene, Poly(methyl methacrylate), Silicon dioxide etc. have been a standard model system to understand colloidal physics. . Th…

stat.ML2017★ 23 cited

OpenML Benchmarking Suites

Bernd Bischl, Giuseppe Casalicchio, Matthias Feurer +6

Machine learning research depends on objectively interpretable, comparable, and reproducible algorithm benchmarks. We advocate the use of curated, comprehensive suites of machine l…

cs.LG2017

Discrete-Continuous ADMM for Transductive Inference in Higher-Order MRFs

Emanuel Laude, Jan-Hendrik Lange, Jonas Schüpfer +5

This paper introduces a novel algorithm for transductive inference in higher-order MRFs, where the unary energies are parameterized by a variable classifier. The considered task is…

cs.GT2017★ 6 cited

On Optimal Mechanisms in the Two-Item Single-Buyer Unit-Demand Setting

D. Thirumulanathan, Rajesh Sundaresan, Y Narahari

We consider the problem of designing a revenue-optimal mechanism in the two-item, single-buyer, unit-demand setting when the buyer's valuations, , are uniformly distrib…

eess.SY2017★ 2 cited

A Linearly Relaxed Approximate Linear Program for Markov Decision Processes

Chandrashekar Lakshminarayanan, Shalabh Bhatnagar, Csaba Szepesvari

Approximate linear programming (ALP) and its variants have been widely applied to Markov Decision Processes (MDPs) with a large number of states. A serious limitation of ALP is tha…

cs.IT2017★ 16 cited

Unifying Message Passing Algorithms Under the Framework of Constrained Bethe Free Energy Minimization

Dan Zhang, Xiaohang Song, Wenjin Wang +2

Variational message passing (VMP), belief propagation (BP) and expectation propagation (EP) have found their wide applications in complex statistical signal processing problems. In…