publications

For the most up to date list of publications, see my papers on arXiv or Google Scholar.

2022

  1. Weakly Supervised Representation Learning with Sparse Perturbations
    Ahuja, Kartik,  Hartford, Jason,  and Bengio, Yoshua
    In Advances in Neural Information Processing Systems ; 2022
  2. The Perils of Learning Before Optimizing
    Cameron, Chris,  Hartford, Jason,  Lundy, Taylor and 1 more author
    Proceedings of the AAAI Conference on Artificial Intelligence ; 2022
  3. Leveraging Structure Between Environments: Phylogenetic Regularization Incentivizes Disentangled Representations
    Layne, Elliot, Sridhar, Dhanya,  Hartford, Jason and 1 more author
    In UAI 2022 Workshop on Causal Representation Learning ; 2022
  4. Properties from mechanisms: an equivariance perspective on identifiable representation learning
    Ahuja, Kartik,  Hartford, Jason,  and Bengio, Yoshua
    In International Conference on Learning Representations ; (joint first author), spotlight presentation; 2022

2021

  1. Architectures and learning algorithms for data-driven decision making (PhD thesis)
    Hartford, Jason Siyanda
    ; 2021
  2. Valid Causal Inference with (Some) Invalid Instruments
    Hartford, Jason, Veitch, Victor,  Sridhar, Dhanya and 1 more author
    In Proceedings of the 38th International Conference on Machine Learning 18–24 jul 2021

2020

  1. Exemplar Guided Active Learning
    Hartford, Jason, Leyton-Brown, Kevin,  Raviv, Hadas and 3 more authors
    In Advances in Neural Information Processing Systems ; 2020
  2. Predicting Propositional Satisfiability via End-to-End Learning
    Cameron, Chris, Chen, Rex,  Hartford, Jason and 1 more author
    Proceedings of the AAAI Conference on Artificial Intelligence Apr 2020

2018

  1. Deep Models of Interactions Across Sets
    Hartford, Jason, Graham, Devon,  Leyton-Brown, Kevin and 1 more author
    In Proceedings of the 35th International Conference on Machine Learning (joint first author) 2018

2017

  1. Deep IV: A Flexible Approach for Counterfactual Prediction
    Hartford, Jason, Lewis, Greg,  Leyton-Brown, Kevin and 1 more author
    In Proceedings of the 34th International Conference on Machine Learning 06–11 aug 2017

2016

  1. Deep Learning for Predicting Human Strategic Behavior
    Hartford, Jason, Wright, James R,  and Leyton-Brown, Kevin
    In Advances in Neural Information Processing Systems 06–11 aug 2016