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Arun Kumar

Computer Science and Engineering, University of California San Diego, San Diego, USA

Hydra: A System for Large Multi-Model Deep Learning


Oct 23, 2021
Kabir Nagrecha, Arun Kumar

* 12 pages including references. Under submission at Conference on Systems and Machine Learning Foundation 

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A novel method of fuzzy time series forecasting based on interval index number and membership value using support vector machine


Oct 20, 2020
Kiran Bisht, Arun Kumar


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A Methodology to Assess the Human Factors Associated with Lunar Teleoperated Assembly Tasks


May 16, 2020
Arun Kumar, Mason Bell, Benjamin Mellinkoff, Alex Sandoval, Wendy Bailey Martin, Jack Burns

* 2020 IEEE Aerospace Conference 

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Morphological Segmentation Inside-Out


Nov 12, 2019
Ryan Cotterell, Arun Kumar, Hinrich Schütze

* EMNLP 2016 

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Predicting Eating Events in Free Living Individuals -- A Technical Report


Aug 14, 2019
Jiayi Wang, Jiue-An Yang, Supun Nakandala, Arun Kumar, Marta M. Jankowska


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SysML: The New Frontier of Machine Learning Systems


May 01, 2019
Alexander Ratner, Dan Alistarh, Gustavo Alonso, David G. Andersen, Peter Bailis, Sarah Bird, Nicholas Carlini, Bryan Catanzaro, Jennifer Chayes, Eric Chung, Bill Dally, Jeff Dean, Inderjit S. Dhillon, Alexandros Dimakis, Pradeep Dubey, Charles Elkan, Grigori Fursin, Gregory R. Ganger, Lise Getoor, Phillip B. Gibbons, Garth A. Gibson, Joseph E. Gonzalez, Justin Gottschlich, Song Han, Kim Hazelwood, Furong Huang, Martin Jaggi, Kevin Jamieson, Michael I. Jordan, Gauri Joshi, Rania Khalaf, Jason Knight, Jakub Konečný, Tim Kraska, Arun Kumar, Anastasios Kyrillidis, Aparna Lakshmiratan, Jing Li, Samuel Madden, H. Brendan McMahan, Erik Meijer, Ioannis Mitliagkas, Rajat Monga, Derek Murray, Kunle Olukotun, Dimitris Papailiopoulos, Gennady Pekhimenko, Theodoros Rekatsinas, Afshin Rostamizadeh, Christopher Ré, Christopher De Sa, Hanie Sedghi, Siddhartha Sen, Virginia Smith, Alex Smola, Dawn Song, Evan Sparks, Ion Stoica, Vivienne Sze, Madeleine Udell, Joaquin Vanschoren, Shivaram Venkataraman, Rashmi Vinayak, Markus Weimer, Andrew Gordon Wilson, Eric Xing, Matei Zaharia, Ce Zhang, Ameet Talwalkar


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Belief dynamics extraction


Feb 02, 2019
Arun Kumar, Zhengwei Wu, Xaq Pitkow, Paul Schrater


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Document Structure Measure for Hypernym discovery


Nov 30, 2018
Aswin Kannan, Shanmukha C Guttula, Balaji Ganesan, Hima P Karanam, Arun Kumar


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Fine Grained Classification of Personal Data Entities


Nov 23, 2018
Riddhiman Dasgupta, Balaji Ganesan, Aswin Kannan, Berthold Reinwald, Arun Kumar


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Deep Domain Adaptation under Deep Label Scarcity


Sep 20, 2018
Amar Prakash Azad, Dinesh Garg, Priyanka Agrawal, Arun Kumar


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In-RDBMS Hardware Acceleration of Advanced Analytics


Sep 18, 2018
Divya Mahajan, Joon Kyung Kim, Jacob Sacks, Adel Ardalan, Arun Kumar, Hadi Esmaeilzadeh

* Divya Mahajan, Joon Kyung Kim, Jacob Sacks, Adel Ardalan, Arun Kumar, and Hadi Esmaeilzadeh. In-RDBMS Hardware Acceleration of Advanced Analytics. PVLDB, 11(11): 1317-1331, 2018 

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Bipedal Walking Robot using Deep Deterministic Policy Gradient


Jul 17, 2018
Arun Kumar, Navneet Paul, S N Omkar

* Research manuscript submitted to IEEE Symposium Series on Computational Intelligence(SSCI), 2018 

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Model-based Pricing for Machine Learning in a Data Marketplace


May 26, 2018
Lingjiao Chen, Paraschos Koutris, Arun Kumar


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Dialogue Act Sequence Labeling using Hierarchical encoder with CRF


Sep 14, 2017
Harshit Kumar, Arvind Agarwal, Riddhiman Dasgupta, Sachindra Joshi, Arun Kumar


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Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers?


Jun 04, 2017
Vraj Shah, Arun Kumar, Xiaojin Zhu

* 14 pages 

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Bolt-on Differential Privacy for Scalable Stochastic Gradient Descent-based Analytics


Mar 23, 2017
Xi Wu, Fengan Li, Arun Kumar, Kamalika Chaudhuri, Somesh Jha, Jeffrey F. Naughton


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When Lempel-Ziv-Welch Meets Machine Learning: A Case Study of Accelerating Machine Learning using Coding


Mar 01, 2017
Fengan Li, Lingjiao Chen, Arun Kumar, Jeffrey F. Naughton, Jignesh M. Patel, Xi Wu


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Novelty Learning via Collaborative Proximity Filtering


Oct 21, 2016
Arun Kumar, Paul Schrater


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