Publications

2019

• Provable Non-linear Inductive Matrix Completion
  K. Zhong, Z. Song, P. Jain, I. Dhillon.
  To appear in Neural Information Processing Systems (NIPS), 2019.
• The limitations of adversarial training and the blind-spot attack
  H. Zhang, H. Chen, Z. Song, D. Boning, I. Dhillon, C. Hsieh.
  In International Conference on Learning Representations, 2019.

2018

• Learning long term dependencies via Fourier recurrent units (pdf, arXiv, software)
  J. Zhang, Y. Lin, Z. Song, I. Dhillon.
  In International Conference on Machine Learning (ICML), pp. 5810–5818, July 2018.
• Towards Fast Computation of Certified Robustness for ReLU Networks (pdf, software)
  T. Weng, H. Zhang, H. Chen, Z. Song, C. Hsieh, D. Boning, I. Dhillon, L. Daniel.
  In International Conference on Machine Learning (ICML), pp. 5273–5282, July 2018. (Oral)

2017

• Recovery Guarantees for One-hidden-layer Neural Networks (pdf, arXiv, software)
  K. Zhong, Z. Song, P. Jain, P. Bartlett, I. Dhillon.
  In International Conference on Machine Learning (ICML), pp. 4140-4149, August 2017. (Oral)