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List of works by Stefanie Sabrina Jegelka

Adaptive Sampling for Stochastic Risk-Averse Learning

scientific article published in November 2020

Adversarially Robust Optimization with Gaussian Processes

Consistent Minimization of Clustering Objective Functions

scientific article published in January 2008

Cooperative Graphical Models

scientific article published in January 2016

Curvature and Optimal Algorithms for Learning and Minimizing Submodular Functions

scholarly article by Rishabh K. Iyer et al published 2013 in Advances in Neural Information Processing Systems 26

Debiased Contrastive Learning

Distributionally Robust Optimization and Generalization in Kernel Methods

Efficient and accurate clustering for large-scale genetic mapping

Exponentiated Strongly Rayleigh Distributions

Fast Mixing Markov Chains for Strongly Rayleigh Measures, DPPs, and Constrained Sampling

scientific article published in January 2016

Flexible Modeling of Diversity with Strongly Log-Concave Distributions

scientific article published in January 2019

IDEAL: Inexact DEcentralized Accelerated Augmented Lagrangian Method

scientific article published in November 2020

Inorganic Materials Synthesis Planning with Literature-Trained Neural Networks

scientific article published on 28 January 2020

On fast approximate submodular minimization

scientific article published in January 2011

On the Convergence Rate of Decomposable Submodular Function Minimization

scientific article published in January 2014

Optimistic Concurrency Control for Distributed Unsupervised Learning

Parallel Double Greedy Submodular Maximization

scientific article published in January 2014

Parallel Streaming Wasserstein Barycenters

scientific article published in January 2017

Polynomial time algorithms for dual volume sampling

scientific article published in January 2017

Provable Variational Inference for Constrained Log-Submodular Models

article by Josip Djolonga et al published 2018 in Advances in Neural Information Processing Systems 31

Reflection methods for user-friendly submodular optimization

ResNet with one-neuron hidden layers is a Universal Approximator

Submodular meets Structured: Finding Diverse Subsets in Exponentially-Large Structured Item Sets

scientific article published in January 2014

Testing Determinantal Point Processes

scientific article published in November 2020

Virtual screening of inorganic materials synthesis parameters with deep learning

scientific article

Weakly-supervised Discovery of Visual Pattern Configurations

scientific article published in January 2014