Robust Learning

• Robust Training in High Dimensions via Block Coordinate Geometric Median Descent (arXiv, slides, poster, software, code)
  A. Acharya, A. Hashemi, P. Jain, S. Sanghavi, I. Dhillon, U. Topcu.
  In International Conference on Artificial Intelligence and Statistics (AISTATS), March 2022.
• Robust Principal Component Analysis with Side Information (pdf, software)
  K. Chiang, C. Hsieh, I. Dhillon.
  In International Conference on Machine Learning (ICML), pp. 2291–2299, June 2016.
• Dirty Statistical Models (pdf, software)
  E. Yang, P. Ravikumar.
  In Neural Information Processing Systems (NIPS), 2013.
• A Dirty Model for Multiple Sparse Regression (pdf, software)
  A. Jalali, P. Ravikumar, S. Sanghavi.
  IEEE Transactions on Information Theory 59(12), pp. 7947-7968, 2013.
• On Robust Estimation of High Dimensional Generalized Linear Models (pdf, software)
  E. Yang, A. Tewari, P. Ravikumar.
  In International Joint Conference on Artificial Intelligence (IJCAI), 2013.