Publications (39)
Quantifying the accuracy of approximate diffusions and Markov chains
Jonathan H. Huggins, James Zou
Concrete Autoencoders for Differentiable Feature Selection and Reconstruction
Abubakar Abid, Muhammad Fatih Balin, James Zou
Interpretation of Neural Networks is Fragile
Amirata Ghorbani, Abubakar Abid, James Zou
A Knowledge Graph-based Approach for Exploring the U.S. Opioid Epidemic
Maulik R. Kamdar, Tymor Hamamsy, Shea Shelton +4
Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild
Abubakar Abid, Ali Abdalla, Ali Abid +3
DeepTag: inferring all-cause diagnoses from clinical notes in under-resourced medical domain
Allen Nie, Ashley Zehnder, Rodney L. Page +4
Linear Regression with Shuffled Labels
Abubakar Abid, Ada Poon, James Zou
Minimizing Close-k Aggregate Loss Improves Classification
Bryan He, James Zou
Large-scale Generative Modeling to Improve Automated Veterinary Disease Coding
Yuhui Zhang, Allen Nie, James Zou
Stochastic EM for Shuffled Linear Regression
Abubakar Abid, James Zou
Contingent Payment Mechanisms for Resource Utilization
Hongyao Ma, Reshef Meir, David C. Parkes +1
NeuralFDR: Learning Discovery Thresholds from Hypothesis Features
Fei Xia, Martin J. Zhang, James Zou +1
Signal to noise in matching markets
S. Matthew Weinberg, James Zou
Analyzing Polarization in Social Media: Method and Application to Tweets on 21 Mass Shootings
Dorottya Demszky, Nikhil Garg, Rob Voigt +4
Contrastive Variational Autoencoder Enhances Salient Features
Abubakar Abid, James Zou
Beyond Bilingual: Multi-sense Word Embeddings using Multilingual Context
Shyam Upadhyay, Kai-Wei Chang, Matt Taddy +2
Feedback GAN (FBGAN) for DNA: a Novel Feedback-Loop Architecture for Optimizing Protein Functions
Anvita Gupta, James Zou
Clustering with a Reject Option: Interactive Clustering as Bayesian Prior Elicitation
Akash Srivastava, James Zou, Ryan P. Adams +1
CoVeR: Learning Covariate-Specific Vector Representations with Tensor Decompositions
Kevin Tian, Teng Zhang, James Zou
Estimating the unseen from multiple populations
Aditi Raghunathan, Greg Valiant, James Zou
Word Embeddings Quantify 100 Years of Gender and Ethnic Stereotypes
Nikhil Garg, Londa Schiebinger, Dan Jurafsky +1
Intersecting Faces: Non-negative Matrix Factorization With New Guarantees
Rong Ge, James Zou
Quantifying and Reducing Stereotypes in Word Embeddings
Tolga Bolukbasi, Kai-Wei Chang, James Zou +2
Discovering Conditionally Salient Features with Statistical Guarantees
Jaime Roquero Gimenez, James Zou
Improving the Stability of the Knockoff Procedure: Multiple Simultaneous Knockoffs and Entropy Maximization
Jaime Roquero Gimenez, James Zou
Rich Component Analysis
Rong Ge, James Zou
Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings
Tolga Bolukbasi, Kai-Wei Chang, James Zou +2
Adaptive Monte Carlo Multiple Testing via Multi-Armed Bandits
Martin J. Zhang, James Zou, David Tse
Clustering with a Reject Option: Interactive Clustering as Bayesian Prior Elicitation
Akash Srivastava, James Zou, Charles Sutton
Mechanism Design for Time Critical and Cost Critical Task Execution via Crowdsourcing
Swaprava Nath, Pankaj Dayama, Dinesh Garg +2
Multiaccuracy: Black-Box Post-Processing for Fairness in Classification
Michael P. Kim, Amirata Ghorbani, James Zou
The Effects of Memory Replay in Reinforcement Learning
Ruishan Liu, James Zou
Incentive-Compatible Experimental Design
Panos Toulis, David C. Parkes, Elery Pfeffer +1
Data Shapley: Equitable Valuation of Data for Machine Learning
Amirata Ghorbani, James Zou
Autowarp: Learning a Warping Distance from Unlabeled Time Series Using Sequence Autoencoders
Abubakar Abid, James Zou
Contrastive Multivariate Singular Spectrum Analysis
Abdi-Hakin Dirie, Abubakar Abid, James Zou
Contrastive Principal Component Analysis
Abubakar Abid, Martin J. Zhang, Vivek K. Bagaria +1
Knockoffs for the mass: new feature importance statistics with false discovery guarantees
Jaime Roquero Gimenez, Amirata Ghorbani, James Zou
Why Adaptively Collected Data Have Negative Bias and How to Correct for It
Xinkun Nie, Xiaoying Tian, Jonathan Taylor +1