Moritz Hardt
Equality of Opportunity in Supervised Learning
Moritz Hardt, Eric Price, Eric Price, Nati Srebro
Unfortunately, the notion is seriously flawed on two counts [8]. First, it doesn't ensure fairness.
- North America > United States > Illinois > Cook County > Chicago (0.04)
- North America > United States > California (0.04)
- Europe > Spain > Catalonia > Barcelona Province > Barcelona (0.04)
A Meta-Analysis of Overfitting in Machine Learning
Rebecca Roelofs, Vaishaal Shankar, Benjamin Recht, Sara Fridovich-Keil, Moritz Hardt, John Miller, Ludwig Schmidt
In each competition, numerous practitioners repeatedly evaluated their progress against a holdout set that forms the basis of a public ranking availablethroughout the competition. Performance on a separate test set used only oncedetermined the final ranking.
- North America > Canada > Ontario > Toronto (0.04)
- North America > Canada > British Columbia > Metro Vancouver Regional District > Vancouver (0.04)
- Asia > Japan > Honshū > Tōhoku > Fukushima Prefecture > Fukushima (0.04)
Sanity Checks for Saliency Maps
Julius Adebayo, Justin Gilmer, Michael Muelly, Ian Goodfellow, Moritz Hardt, Been Kim
Through extensive experiments we show that some existing saliency methods are independent both of the model and of the data generating process.
- Europe > Italy > Marche > Ancona Province > Ancona (0.04)
- North America > Canada > Quebec > Montreal (0.04)
- Oceania > Australia > New South Wales > Sydney (0.04)
- (4 more...)
Avoiding Discrimination through Causal Reasoning
Niki Kilbertus, Mateo Rojas Carulla, Giambattista Parascandolo, Moritz Hardt, Dominik Janzing, Bernhard Schölkopf
Neural Information Processing Systems http://nips.cc/
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.14)
- North America > United States > California > Los Angeles County > Long Beach (0.04)
- North America > United States > California > Alameda County > Berkeley (0.04)
Equality of Opportunity in Supervised Learning
Moritz Hardt, Eric Price, Eric Price, Nati Srebro
We enourage readers to consult the more complete manuscript on the arXiv.
- North America > United States > Illinois > Cook County > Chicago (0.04)
- North America > United States > California (0.04)
- Europe > Spain > Catalonia > Barcelona Province > Barcelona (0.04)
- Banking & Finance (0.94)
- Law (0.68)
Sanity Checks for Saliency Maps
Julius Adebayo, Justin Gilmer, Michael Muelly, Ian Goodfellow, Moritz Hardt, Been Kim
Through extensive experiments we show that some existing saliency methods are independent both of the model and of the data generating process.
- Europe > Italy > Marche > Ancona Province > Ancona (0.04)
- North America > Canada > Quebec > Montreal (0.04)
- Oceania > Australia > New South Wales > Sydney (0.04)
- (4 more...)
Model Similarity Mitigates Test Set Overuse
Horia Mania, John Miller, Ludwig Schmidt, Moritz Hardt, Benjamin Recht
Neural Information Processing Systems http://nips.cc/
Model Similarity Mitigates Test Set Overuse
Horia Mania, John Miller, Ludwig Schmidt, Moritz Hardt, Benjamin Recht
Neural Information Processing Systems http://nips.cc/
Generalization in Adaptive Data Analysis and Holdout Reuse
Cynthia Dwork, Vitaly Feldman, Moritz Hardt, Toni Pitassi, Omer Reingold, Aaron Roth
Overfitting is the bane of data analysts, even when data are plentiful.
- North America > Canada > Ontario > Toronto (0.14)
- North America > United States > Pennsylvania (0.04)
A Meta-Analysis of Overfitting in Machine Learning
Rebecca Roelofs, Vaishaal Shankar, Benjamin Recht, Sara Fridovich-Keil, Moritz Hardt, John Miller, Ludwig Schmidt
Neural Information Processing Systems http://nips.cc/
- North America > Canada > Ontario > Toronto (0.04)
- North America > Canada > British Columbia > Metro Vancouver Regional District > Vancouver (0.04)
- Europe > United Kingdom > England > Cambridgeshire > Cambridge (0.04)
- Asia > Japan > Honshū > Tōhoku > Fukushima Prefecture > Fukushima (0.04)