Calibrated Probabilistic Forecasts for Arbitrary Sequences
Charles Marx, Volodymyr Kuleshov, Stefano Ermon
Publications
Calibration by Distribution Matching: Trainable Kernel Calibration Metrics
Charles Marx*, Sofian Zalouk*, Stefano Ermon
But Are You Sure? An Uncertainty-aware Perspective on Explainable AI
Charles Marx, Youngsuk Park, Hilaf Hasson, Yuyang Wang, Stefano Ermon, Luke Huan
Modular Conformal Calibration
Charles Marx* , Shengjia Zhao*, Willie Neiswanger, Stefano Ermon
Predictive Multiplicity in Classification
Charles Marx, Flavio du Pin Calmon, Berk Ustun
Selected for Oral Presentation at 2019 NeurIPS Workshop for Human-Centric ML
Disentangling Influence: Using Disentangled Representations to Audit Model Predictions
Charles Marx, Richard Lanas Phillips, Sorelle A. Friedler, Carlos Scheidegger, Suresh Venkatasubramanian
Examining Inputs of Biogenic and Oil-Derived Hydrocarbons in Surface Waters Following the Deepwater Horizon Oil Spill
Helen K. White, Charles Marx, David L. Valentine, Charles Sharpless, Christoph Aeppli, Kelsey M. Gosselin, Veronika Kivenson, Rachel M. Liu, Robert K. Nelson, Sean P. Sylva, Christopher M. Reddy
Rapid Identification of Deepwater Horizon Oil Residues Using X-Ray Fluorescence
Anna P. M. Michel, Alexandra E. Morrison, Charles Marx, Helen K. White