Publications

Google Scholar

Conference / Preprint

  • Improved Semi-supervised Learning with GANs using Manifold Invariances   [arXiv],
    with Prasanna Sattigeri, Tom Fletcher
    arXiv:1705.08850, 2017

  • Local Group Invariant Representations via Orbit Embeddings   [arXiv],
    with Anant Raj, Youssef Mroueh, Tom Fletcher, Bernhard Schölkopf
    Intl. Conf. on Artificial Intelligence and Statistics (AISTATS), 2017

  • S3Pool: Pooling with Stochastic Spatial Sampling   [arXiv],
    with Shuangfei Zhai, Hui Wu, Yu Cheng, Yongxi Lu, Zhongfei Zhang, Rogerio Feris
    IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2017 (to appear)

  • Fully-adaptive Feature Sharing in Multi-Task Networks with Applications in Person Attribute Classification   [arXiv],
    with Yongxi Lu, Shuangfei Zhai, Yu Cheng, Tara Javidi, Rogerio Feris
    IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2017 (Spotlight, to appear)

  • Incorporating Relational Knowledge into Word Representations using Subspace Regularization   [paper],
    with Jun Araki
    Proc. of Association for Computational Linguistics (ACL), 2016 (Oral, short paper)

  • Large-scale Submodular Greedy Exemplar Selection with Structured Similarity Matrices   [paper],
    with Dmitry Malioutov, Ian E.H. Yen
    Uncertainty in Artificial Intelligence (UAI), 2016

  • Scalable Exemplar Clustering and Facility Location via Augmented Block Coordinate Descent with Column Generation   [paper],
    with Ian E.H. Yen, Dmitry Malioutov
    Intl. Conf. on Artificial Intelligence and Statistics (AISTATS), 2016

  • Exact and Heuristic Algorithms for Semi-Nonnegative Matrix Factorization   [paper],
    with Nicolas Gillis
    SIAM Journal on Matrix Analysis and Applications (SIMAX), 2015

Workshop

Misc.