Research Areas

Research Areas

  • Why Exposure Bias Matters: An Imitation Learning Perspective of Error Accumulation in Language Generation

    K. Arora, L. El Asri, H. Bahuleyan, and J. Chi Kit Cheung. ACL, 2022

    ; Imitation Learning

    Publication

  • Polarized-VAE: Proximity Based Disentangled Representation Learning for Text Generation

    V. Balasubramanian, I. Kobyzev, H. Bahuleyan, and O. Vechtomova. EACL, 2021

    Publication

  • Variational Selective Autoencoder: Learning from Partially-Observed Heterogeneous Data

    Y. Gong, H. Hajimirsadeghi, J. He, T. Durand, and G. Mori. AISTATS, 2021

    Publication

  • Wavelet Flow: Fast Training of High Resolution Normalizing Flows

    J. Yu, K. Derpanis, and M. Brubaker. NeurIPS, 2020

    Computer Vision;

    Publication

  • Evaluating Lossy Compression Rates of Deep Generative Models

    *S. Huang, *A. Makhzani, Y. Cao, and R. Grosse. ICML, 2020

    ; Learning And Generalization

    Publication

  • Normalizing Flows: An Introduction and Review of Current Methods

    I. Kobyzev, S. Prince, and M. Brubaker. TPAMI, 2020

    ; Unsupervised Learning

    Publication

  • On Minimax Optimality of GANs for Robust Mean Estimation

    G. W. Ding, R. Huang, Y. Yu, and K. Wu. AISTATS, 2020

    ; Unsupervised Learning

    Publication

  • Variational Selective Autoencoder

    *Y. Gong, *H. Hajimirsadeghi, *J. He, *M. Nawhal, T. Durand, and *G. Mori. AABI, 2019

    ; Unsupervised Learning

    Publication

  • Arbitrarily-conditioned Data Imputation

    M. Carvalho, T. Durand, J. He, N. Mehrasa, and G. Mori. AABI, 2019

    ; Unsupervised Learning

    Publication

  • Noise Flow: Noise Modeling with Conditional Normalizing Flows

    A. Abdelhamed, M. Brubaker, and M. S. Brown. ICCV, 2019

    Computer Vision;

    Publication

  • Lifelong GAN: Continual Learning for Conditional Image Generation

    *M. Zhai, *L. Chen, F. Tung, J. He, M. Nawhal, and G. Mori. ICCV, 2019

    ; Learning And Generalization

    Publication

  • LayoutVAE: Stochastic Scene Layout Generation from a Label Set

    A. Jyothi, T. Durand, J. He, L. Sigal, and G. Mori. ICCV, 2019

    Computer Vision;

    Publication