Title
Machine Learning of coarse-grained Molecular Dynamics Force Fields Jiang Wang Simon Olsson C. Wehmeyer Adria Pérez Nicholas E. Charron Gianni De Fabritiis Frank Noe C. Clementi AI4CE 38 404 0 04 Dec 2018
CosmoFlow: Using Deep Learning to Learn the Universe at Scale Amrita Mathuriya Deborah Bard P. Mendygral Lawrence Meadows James A. Arnemann ... Nalini Kumar S. Ho Michael F. Ringenburg P. Prabhat Victor W. Lee AI4CE 50 125 0 14 Aug 2018
Deep learning to represent sub-grid processes in climate models S. Rasp Michael S. Pritchard Pierre Gentine AI4Cl AI4CE 43 727 0 12 Jun 2018
High-Performance Massive Subgraph Counting using Pipelined Adaptive-Group Communication Langshi Chen Bo Peng Sabra Ossen A. Vullikanti Madhav Marathe Lei Jiang J. Qiu 20 5 0 25 Apr 2018
Deep UQ: Learning deep neural network surrogate models for high dimensional uncertainty quantification Rohit Tripathy Ilias Bilionis AI4CE 60 406 0 02 Feb 2018
Less is more: sampling chemical space with active learning Justin S. Smith B. Nebgen Nicholas Lubbers Olexandr Isayev A. Roitberg 54 613 0 28 Jan 2018
The Case for Learned Index Structures Tim Kraska Alex Beutel Ed H. Chi J. Dean N. Polyzotis 68 1,035 0 04 Dec 2017
Physics Informed Deep Learning (Part II): Data-driven Discovery of Nonlinear Partial Differential Equations M. Raissi P. Perdikaris George Karniadakis PINN AI4CE 78 612 0 28 Nov 2017
Physics Informed Deep Learning (Part I): Data-driven Solutions of Nonlinear Partial Differential Equations M. Raissi P. Perdikaris George Karniadakis PINN AI4CE 75 924 0 28 Nov 2017
A machine learning approach for efficient uncertainty quantification using multiscale methods Shing Chan A. Elsheikh 62 72 0 12 Nov 2017
Combining Machine Learning and Physics to Understand Glassy Systems S. Schoenholz AI4CE 40 20 0 23 Sep 2017
DGM: A deep learning algorithm for solving partial differential equations Justin A. Sirignano K. Spiliopoulos AI4CE 84 2,059 0 24 Aug 2017
Deep Learning the Ising Model Near Criticality A. Morningstar R. Melko AI4CE 37 87 0 15 Aug 2017
Machine Learning Molecular Dynamics for the Simulation of Infrared Spectra M. Gastegger J. Behler P. Marquetand AI4CE 31 334 0 16 May 2017
Theory-guided Data Science: A New Paradigm for Scientific Discovery from Data Anuj Karpatne G. Atluri James H. Faghmous M. Steinbach A. Banerjee A. Ganguly Shashi Shekhar N. Samatova Vipin Kumar AI4CE 51 981 0 27 Dec 2016
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 743 5,798 0 05 Dec 2016
Learning Deep Feature Representations with Domain Guided Dropout for Person Re-identification Tong Xiao Hongsheng Li Wanli Ouyang Xiaogang Wang OOD 77 977 0 26 Apr 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 736 9,290 0 06 Jun 2015
Accurate estimation of influenza epidemics using Google search data via ARGO Shihao Yang Mauricio Santillana S. C. Kou 54 344 0 05 May 2015
Show, Attend and Tell: Neural Image Caption Generation with Visual Attention Ke Xu Jimmy Ba Ryan Kiros Kyunghyun Cho Aaron Courville Ruslan Salakhutdinov R. Zemel Yoshua Bengio DiffM 324 10,050 0 10 Feb 2015