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    AAAI
    2015
    18views Intelligent Agents» more  AAAI 2015»
    Robot Learning Manipulation Action Plans by "Watching" Unconstrained Videos from the World Wide Web
    8 years 6 months ago
    Robot Learning Manipulation Action Plans by "Watching" Unconstrained Videos from the World Wide Web
    Download  www.umiacs.umd.edu
    In order to advance action generation and creation in robots beyond simple learned schemas we need computational tools that allow us to automatically interpret and represent human...
    Yezhou Yang, Yi Li, Cornelia Fermüller, Yiann...
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    AAAI
    2015
    29views Intelligent Agents» more  AAAI 2015»
    Assessing the Robustness of Cremer-McLean with Automated Mechanism Design
    8 years 6 months ago
    Assessing the Robustness of Cremer-McLean with Automated Mechanism Design
    Download  teamcore.usc.edu
    In a classic result in the mechanism design literature, Cremer and McLean (1985) show that if buyers’ valuations are sufficiently correlated, a mechanism exists that allows the...
    Michael Albert, Vincent Conitzer, Giuseppe Lopomo
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    AAAI
    2015
    24views Intelligent Agents» more  AAAI 2015»
    Measuring Plan Diversity: Pathologies in Existing Approaches and A New Plan Distance Metric
    8 years 6 months ago
    Measuring Plan Diversity: Pathologies in Existing Approaches and A New Plan Distance Metric
    Download  rpgoldman.real-time.com
    In this paper we present a plan-plan distance metric based on Kolmogorov (Algorithmic) complexity. Generating diverse sets of plans is useful for tasks such as probing user prefer...
    Robert P. Goldman, Ugur Kuter
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    AAAI
    2015
    15views Intelligent Agents» more  AAAI 2015»
    Exploiting Parallelism for Hard Problems in Abstract Argumentation
    8 years 6 months ago
    Exploiting Parallelism for Hard Problems in Abstract Argumentation
    Download  eprints.hud.ac.uk
    Federico Cerutti, Ilias Tachmazidis, Mauro Vallati...
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    AAAI
    2015
    30views Intelligent Agents» more  AAAI 2015»
    Conducting Neuroscience to Guide the Development of AI
    8 years 6 months ago
    Conducting Neuroscience to Guide the Development of AI
    Download  engineering.purdue.edu
    Study of the human brain through fMRI can potentially benefit the pursuit of artificial intelligence. Four examples are presented. First, fMRI decoding of the brain activity of ...
    Jeffrey Mark Siskind
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    AAAI
    2015
    14views Intelligent Agents» more  AAAI 2015»
    Online Bandit Learning for a Special Class of Non-Convex Losses
    8 years 6 months ago
    Online Bandit Learning for a Special Class of Non-Convex Losses
    Download  cs.nju.edu.cn
    In online bandit learning, the learner aims to minimize a sequence of losses, while only observing the value of each loss at a single point. Although various algorithms and theori...
    Lijun Zhang 0005, Tianbao Yang, Rong Jin, Zhi-Hua ...
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    AAAI
    2015
    14views Intelligent Agents» more  AAAI 2015»
    Scalable and Interpretable Data Representation for High-Dimensional, Complex Data
    8 years 6 months ago
    Scalable and Interpretable Data Representation for High-Dimensional, Complex Data
    Download  people.csail.mit.edu
    The majority of machine learning research has been focused on building models and inference techniques with sound mathematical properties and cutting edge performance. Little atte...
    Been Kim, Kayur Patel, Afshin Rostamizadeh, Julie ...
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    AAAI
    2015
    14views Intelligent Agents» more  AAAI 2015»
    Exploiting the Structure of Distributed Constraint Optimization Problems
    8 years 6 months ago
    Exploiting the Structure of Distributed Constraint Optimization Problems
    Download  www.aamas2015.com
    In the proposed thesis, we study Distributed Constraint Optimization Problems (DCOPs), which are problems where several agents coordinate with each other to optimize a global cost...
    Ferdinando Fioretto
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    AAAI
    2015
    10views Intelligent Agents» more  AAAI 2015»
    Unsupervised Feature Learning through Divergent Discriminative Feature Accumulation
    8 years 6 months ago
    Unsupervised Feature Learning through Divergent Discriminative Feature Accumulation
    Download  eplex.cs.ucf.edu
    Unlike unsupervised approaches such as autoencoders that learn to reconstruct their inputs, this paper introduces an alternative approach to unsupervised feature learning called d...
    Paul A. Szerlip, Gregory Morse, Justin K. Pugh, Ke...
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    AAAI
    2015
    17views Intelligent Agents» more  AAAI 2015»
    Heuristics and Symmetries in Classical Planning
    8 years 6 months ago
    Heuristics and Symmetries in Classical Planning
    Download  fai.cs.uni-saarland.de
    Heuristic search is a state-of-the-art approach to classical planning. Several heuristic families were developed over the years to automatically estimate goal distance information...
    Alexander Shleyfman, Michael Katz 0001, Malte Helm...
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