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Benchmarking Multimodal AutoML for Tabular Data with Text Fields


Nov 04, 2021
Xingjian Shi, Jonas Mueller, Nick Erickson, Mu Li, Alexander J. Smola

* Proceedings of the Neural Information Processing Systems (NeurIPS) Track on Datasets and Benchmarks 2021 

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Deep Explicit Duration Switching Models for Time Series


Oct 26, 2021
Abdul Fatir Ansari, Konstantinos Benidis, Richard Kurle, Ali Caner Turkmen, Harold Soh, Alexander J. Smola, Yuyang Wang, Tim Januschowski

* Accepted at NeurIPS 2021 

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Dive into Deep Learning


Jun 21, 2021
Aston Zhang, Zachary C. Lipton, Mu Li, Alexander J. Smola

* (HTML) https://D2L.ai (GitHub) https://github.com/d2l-ai/d2l-en/ 

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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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DDPG++: Striving for Simplicity in Continuous-control Off-Policy Reinforcement Learning


Jun 26, 2020
Rasool Fakoor, 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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TraDE: Transformers for Density Estimation


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


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Transformer on a Diet


Feb 14, 2020
Chenguang Wang, Zihao Ye, Aston Zhang, Zheng Zhang, Alexander J. Smola

* 6 pages, 2 tables, 1 figure 

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Meta-Q-Learning


Sep 30, 2019
Rasool Fakoor, Pratik Chaudhari, Stefano Soatto, Alexander J. Smola


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P3O: Policy-on Policy-off Policy Optimization


May 05, 2019
Rasool Fakoor, Pratik Chaudhari, Alexander J. Smola


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Language Models with Transformers


Apr 20, 2019
Chenguang Wang, Mu Li, Alexander J. Smola

* 12 pages, 7 tables, 4 figures 

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Instance Hash Segmentation


Jun 10, 2018
Joachim D. Curt贸, Irene C. Zarza, Alexander J. Smola, Luc Van Gool


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McKernel: A Library for Approximate Kernel Expansions in Log-linear Time


Jun 10, 2018
Joachim D. Curt贸, Irene C. Zarza, Feng Yang, Alexander J. Smola, Fernando De La Torre, Chong-Wah Ngo, Luc Van Gool


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Compressed Video Action Recognition


Mar 29, 2018
Chao-Yuan Wu, Manzil Zaheer, Hexiang Hu, R. Manmatha, Alexander J. Smola, Philipp Kr盲henb眉hl

* CVPR 2018 (Selected for spotlight presentation) 

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Sampling Matters in Deep Embedding Learning


Jan 16, 2018
Chao-Yuan Wu, R. Manmatha, Alexander J. Smola, Philipp Kr盲henb眉hl

* Add supplementary material. Paper published in ICCV 2017 

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Variational Reasoning for Question Answering with Knowledge Graph


Nov 27, 2017
Yuyu Zhang, Hanjun Dai, Zornitsa Kozareva, Alexander J. Smola, Le Song


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Attributing Hacks


Aug 14, 2017
Ziqi Liu, Alexander J. Smola, Kyle Soska, Yu-Xiang Wang, Qinghua Zheng, Jun Zhou

* Appeared at AISTATS'17. Full version under review at the Electronic Journal of Statistics 

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Spectral Methods for Nonparametric Models


Mar 31, 2017
Hsiao-Yu Fish Tung, Chao-Yuan Wu, Manzil Zaheer, Alexander J. Smola

* Keywords: Spectral Methods, Indian Buffet Process, Hierarchical Dirichlet Process 

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Explaining reviews and ratings with PACO: Poisson Additive Co-Clustering


Dec 06, 2015
Chao-Yuan Wu, Alex Beutel, Amr Ahmed, Alexander J. Smola


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AdaDelay: Delay Adaptive Distributed Stochastic Convex Optimization


Aug 20, 2015
Suvrit Sra, Adams Wei Yu, Mu Li, Alexander J. Smola

* 19 pages 

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Graph Partitioning via Parallel Submodular Approximation to Accelerate Distributed Machine Learning


May 18, 2015
Mu Li, Dave G. Andersen, Alexander J. Smola


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Fast Differentially Private Matrix Factorization


May 07, 2015
Ziqi Liu, Yu-Xiang Wang, Alexander J. Smola


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ACCAMS: Additive Co-Clustering to Approximate Matrices Succinctly


Dec 31, 2014
Alex Beutel, Amr Ahmed, Alexander J. Smola

* 22 pages, under review for conference publication 

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A la Carte - Learning Fast Kernels


Dec 19, 2014
Zichao Yang, Alexander J. Smola, Le Song, Andrew Gordon Wilson


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Robust Near-Isometric Matching via Structured Learning of Graphical Models


Sep 21, 2008
Julian J. McAuley, Tiberio S. Caetano, Alexander J. Smola

* 11 pages, 9 figures 

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A Kernel Method for the Two-Sample Problem


May 15, 2008
Arthur Gretton, Karsten Borgwardt, Malte J. Rasch, Bernhard Scholkopf, Alexander J. Smola


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