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    AAAI
    2015
    17views Intelligent Agents» more  AAAI 2015»
    Elementary School Science and Math Tests as a Driver for AI: Take the Aristo Challenge!
    8 years 6 months ago
    Elementary School Science and Math Tests as a Driver for AI: Take the Aristo Challenge!
    Download  allenai.org
    Peter Clark
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    AAAI
    2015
    24views Intelligent Agents» more  AAAI 2015»
    Deep Representation Learning with Target Coding
    8 years 6 months ago
    Deep Representation Learning with Target Coding
    Download  www.eecs.qmul.ac.uk
    We consider the problem of learning deep representation when target labels are available. In this paper, we show that there exists intrinsic relationship between target coding and...
    Shuo Yang, Ping Luo, Chen Change Loy, Kenneth W. S...
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    AAAI
    2015
    39views Intelligent Agents» more  AAAI 2015»
    Concurrent PAC RL
    8 years 6 months ago
    Concurrent PAC RL
    Download  www.cs.cmu.edu
    In many real-world situations a decision maker may make decisions across many separate reinforcement learning tasks in parallel, yet there has been very little work on concurrent ...
    Zhaohan Guo, Emma Brunskill
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    AAAI
    2015
    30views Intelligent Agents» more  AAAI 2015»
    Audit Games with Multiple Defender Resources
    8 years 6 months ago
    Audit Games with Multiple Defender Resources
    Download  teamcore.usc.edu
    Modern organizations (e.g., hospitals, social networks, government agencies) rely heavily on audit to detect and punish insiders who inappropriately access and disclose confident...
    Jeremiah Blocki, Nicolas Christin, Anupam Datta, A...
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    AAAI
    2015
    35views Intelligent Agents» more  AAAI 2015»
    Chinese Common Noun Phrase Resolution: An Unsupervised Probabilistic Model Rivaling Supervised Resolvers
    8 years 6 months ago
    Chinese Common Noun Phrase Resolution: An Unsupervised Probabilistic Model Rivaling Supervised Resolvers
    Download  www.hlt.utdallas.edu
    Pronoun resolution and common noun phrase resolution are the two most challenging subtasks of coreference resolution. While a lot of work has focused on pronoun resolution, common...
    Chen Chen, Vincent Ng
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    AAAI
    2015
    22views Intelligent Agents» more  AAAI 2015»
    An SVD and Derivative Kernel Approach to Learning from Geometric Data
    8 years 6 months ago
    An SVD and Derivative Kernel Approach to Learning from Geometric Data
    Download  www.zicokolter.com
    Motivated by problems such as molecular energy prediction, we derive an (improper) kernel between geometric inputs, that is able to capture the relevant rotational and translation...
    Eric Wong, J. Zico Kolter
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    AAAI
    2015
    18views Intelligent Agents» more  AAAI 2015»
    Proximal Operators for Multi-Agent Path Planning
    8 years 6 months ago
    Proximal Operators for Multi-Agent Path Planning
    Download  www.jbento.info
    We address the problem of planning collision-free paths for multiple agents using optimization methods known as proximal algorithms. Recently this approach was explored in Bento e...
    José Bento, Nate Derbinsky, Charles Mathy, ...
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    AAAI
    2015
    33views Intelligent Agents» more  AAAI 2015»
    Initializing Bayesian Hyperparameter Optimization via Meta-Learning
    8 years 6 months ago
    Initializing Bayesian Hyperparameter Optimization via Meta-Learning
    Download  aad.informatik.uni-freiburg.de
    Model selection and hyperparameter optimization is crucial in applying machine learning to a novel dataset. Recently, a subcommunity of machine learning has focused on solving thi...
    Matthias Feurer, Jost Tobias Springenberg, Frank H...
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    AAAI
    2015
    11views Intelligent Agents» more  AAAI 2015»
    Representation Discovery for MDPs Using Bisimulation Metrics
    8 years 6 months ago
    Representation Discovery for MDPs Using Bisimulation Metrics
    Download  www.cs.mcgill.ca
    We provide a novel, flexible, iterative refinement algorithm to automatically construct an approximate statespace representation for Markov Decision Processes (MDPs). Our approa...
    Sherry Shanshan Ruan, Gheorghe Comanici, Prakash P...
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    AAAI
    2015
    8views Intelligent Agents» more  AAAI 2015»
    Sub-Merge: Diving Down to the Attribute-Value Level in Statistical Schema Matching
    8 years 6 months ago
    Sub-Merge: Diving Down to the Attribute-Value Level in Statistical Schema Matching
    Download  www.aaai.org
    Matching and merging data from conflicting sources is the bread and butter of data integration, which drives search verticals, e-commerce comparison sites and cyber intelligence....
    Zhe Lim, Benjamin I. P. Rubinstein
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