Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Jonas Mueller

Distiller: A Systematic Study of Model Distillation Methods in Natural Language Processing

Sep 23, 2021
Haoyu He, Xingjian Shi, Jonas Mueller, Zha Sheng, Mu Li, George Karypis

  Access Paper or Ask Questions

Deep Learning for Functional Data Analysis with Adaptive Basis Layers

Jun 19, 2021
Junwen Yao, Jonas Mueller, Jane-Ling Wang

* ICML 2021 

  Access Paper or Ask Questions

Pervasive Label Errors in Test Sets Destabilize Machine Learning Benchmarks

Apr 08, 2021
Curtis G. Northcutt, Anish Athalye, Jonas Mueller

* ICLR 2021 RobustML and Weakly Supervised Learning Workshops; NeurIPS 2020 Workshop on Dataset Curation and Security 

  Access Paper or Ask Questions

Deep Quantile Aggregation

Mar 16, 2021
Taesup Kim, Rasool Fakoor, Jonas Mueller, Alexander J. Smola, Ryan J. Tibshirani

  Access Paper or Ask Questions

Continuous Doubly Constrained Batch Reinforcement Learning

Feb 23, 2021
Rasool Fakoor, Jonas Mueller, Pratik Chaudhari, Alexander J. Smola

  Access Paper or Ask Questions

Fast, Accurate, and Simple Models for Tabular Data via Augmented Distillation

Jun 25, 2020
Rasool Fakoor, Jonas Mueller, Nick Erickson, Pratik Chaudhari, Alexander J. Smola

  Access Paper or Ask Questions

ResNeSt: Split-Attention Networks

Apr 19, 2020
Hang Zhang, Chongruo Wu, Zhongyue Zhang, Yi Zhu, Zhi Zhang, Haibin Lin, Yue Sun, Tong He, Jonas Mueller, R. Manmatha, Mu Li, Alexander Smola

  Access Paper or Ask Questions

TraDE: Transformers for Density Estimation

Apr 06, 2020
Rasool Fakoor, Pratik Chaudhari, Jonas Mueller, Alexander J. Smola

  Access Paper or Ask Questions

Overinterpretation reveals image classification model pathologies

Mar 19, 2020
Brandon Carter, Siddhartha Jain, Jonas Mueller, David Gifford

  Access Paper or Ask Questions

AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data

Mar 13, 2020
Nick Erickson, Jonas Mueller, Alexander Shirkov, Hang Zhang, Pedro Larroy, Mu Li, Alexander Smola

  Access Paper or Ask Questions

Recognizing Variables from their Data via Deep Embeddings of Distributions

Sep 11, 2019
Jonas Mueller, Alex Smola

* IEEE International Conference on Data Mining (ICDM), 2019 

  Access Paper or Ask Questions

Maximizing Overall Diversity for Improved Uncertainty Estimates in Deep Ensembles

Jun 18, 2019
Siddhartha Jain, Ge Liu, Jonas Mueller, David Gifford

* 10 pages, 3 figures 

  Access Paper or Ask Questions

Latent Space Secrets of Denoising Text-Autoencoders

May 29, 2019
Tianxiao Shen, Jonas Mueller, Regina Barzilay, Tommi Jaakkola

  Access Paper or Ask Questions

Unsupervised Text Style Transfer via Iterative Matching and Translation

Jan 31, 2019
Zhijing Jin, Di Jin, Jonas Mueller, Nicholas Matthews, Enrico Santus

  Access Paper or Ask Questions

What made you do this? Understanding black-box decisions with sufficient input subsets

Oct 09, 2018
Brandon Carter, Jonas Mueller, Siddhartha Jain, David Gifford

  Access Paper or Ask Questions

Low-rank Bandit Methods for High-dimensional Dynamic Pricing

Jan 30, 2018
Jonas Mueller, Vasilis Syrgkanis, Matt Taddy

  Access Paper or Ask Questions

Learning Optimal Interventions

Feb 22, 2017
Jonas Mueller, David N. Reshef, George Du, Tommi Jaakkola

* Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, PMLR 54:1039-1047, 2017 
* AISTATS 2017 

  Access Paper or Ask Questions

Principal Differences Analysis: Interpretable Characterization of Differences between Distributions

Oct 30, 2015
Jonas Mueller, Tommi Jaakkola

* Advances in Neural Information Processing Systems 28: 1702-1710, 2015 
* Advances in Neural Information Processing Systems 28 (NIPS 2015) 

  Access Paper or Ask Questions