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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


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Deep Learning for Functional Data Analysis with Adaptive Basis Layers


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

* ICML 2021 

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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 

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Deep Quantile Aggregation


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


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Continuous Doubly Constrained Batch Reinforcement Learning


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


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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


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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


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TraDE: Transformers for Density Estimation


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


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Overinterpretation reveals image classification model pathologies


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


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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


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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 

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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 

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Latent Space Secrets of Denoising Text-Autoencoders


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


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Unsupervised Text Style Transfer via Iterative Matching and Translation


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


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


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


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Low-rank Bandit Methods for High-dimensional Dynamic Pricing


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


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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 

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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) 

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