Parameswaran Raman

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S V N VishwanathanAssociate Professor of Statistics and Computer Science, Purdue UniversityVerified email at stat.purdue.edu
Hyokun YunMachine Learning Scientist at AmazonVerified email at amazon.com
Bruce N. WalkerGeorgia Institute of TechnologyVerified email at psych.gatech.edu
Myounghoon Jeon (Philart)Virginia TechVerified email at vt.edu
Jonathan Shihao JiAssociate Professor at UConnVerified email at uconn.edu
Shin MatsushimaThe University of TokyoVerified email at ds.itc.u-tokyo.ac.jp
Xinhua ZhangUniversity of Illinois ChicagoVerified email at uic.edu
Hsiang-Fu YuPrincipal Applied Scientist at AmazonVerified email at cs.utexas.edu
Inderjit S. DhillonDistinguished Scientist at Google & Professor of Computer Science at UT Austin, Ex-VP at AmazonVerified email at cs.utexas.edu
Hao ZhouNorthwestern University, Amazon Web ServiceVerified email at u.northwestern.edu
Benjamin K. DavisonHuman-Centered Computing PhD Student, Georgia Institute of Technology School of InteractiveVerified email at gatech.edu
Dr.R.NadarajanProfessor and Head,Department of Applied Mathematics and Computational Sciences,PSG College ofVerified email at amc.psgtech.ac.in
Mary Magdalene Jane FDr N.G.P. Arts and Science CollegeVerified email at drngpasc.ac.in
Jonathan H. SchuettGeorgia Institute of TechnologyVerified email at gatech.edu
Jiong ZhangSenior Applied Scientist, AmazonVerified email at utexas.edu
Maytham SafarProfessor of Computer Engineering, Kuwait UniversityVerified email at ku.edu.kw
Shoham SabachAssociate Professor, Technion, Faculty of Data and Decision SciencesVerified email at technion.ac.il
Volkan CevherAssociate Professor, LIONS, EPFL. Amazon Scholar.Verified email at epfl.ch
Mingyi HongAssociate Professor, University of Minnesota; Amazon ScholarVerified email at umn.edu
Youngsuk ParkAWS AI Labs, Stanford UniversityVerified email at cs.stanford.edu

Parameswaran Raman

Machine Learning Scientist, Amazon AWS AI/ML

Verified email at ucsc.edu - Homepage

Machine Learning Optimization Algorithms Large Language Models Ranking Distributed Training


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Ranking via robust binary classification H Yun, P Raman, S Vishwanathan Advances in Neural Information Processing Systems 27, 2014	39*	2014
Scaling multinomial logistic regression via hybrid parallelism P Raman, S Srinivasan, S Matsushima, X Zhang, H Yun, ... Proceedings of the 25th ACM SIGKDD International Conference on Knowledge …, 2019	22*	2019
Extreme stochastic variational inference: Distributed inference for large scale mixture models J Zhang, P Raman, S Ji, HF Yu, SVN Vishwanathan, I Dhillon The 22nd International Conference on Artificial Intelligence and Statistics …, 2019	12*	2019
Participatory design process for an in-vehicle affect detection and regulation system for various drivers M Jeon, J Roberts, P Raman, JB Yim, BN Walker The proceedings of the 13th international ACM SIGACCESS conference on …, 2011	11	2011
ENGIN (Exploring Next Generation IN-vehicle INterfaces): Drawing a new conceptual framework through iterative participatory processes M Jeon, J Schuett, JB Yim, P Raman, BN Walker Adjunct Proceedings of the 3rd International Conference on Automotive User …, 2011	8	2011
HLAT: High-quality Large Language Model Pre-trained on AWS Trainium H Fan, H Zhou, G Huang, P Raman, X Fu, G Gupta, D Ram, Y Wang, ... arXiv preprint arXiv:2404.10630, 2024	3	2024
Variance-reduced zeroth-order methods for fine-tuning language models T Gautam, Y Park, H Zhou, P Raman, W Ha arXiv preprint arXiv:2404.08080, 2024	3	2024
Optimization on the surface of the (hyper)-sphere P Raman, J Yang arXiv preprint arXiv:1909.06463, 2019	3	2019
PINE-guided cache replacement policy for location-dependent data in mobile environment MM Janef, R Parameswaran, R Nadarajan, M Safar Proceedings of the 1st international conference on PErvasive Technologies …, 2008	3	2008
Relevancy Prediction of Micro-blog Questions in an Educational Setting M Córdova, P Raman, L Si, J Fish Purdue University (EDM 2014), 2014	2*	2014
Reducing Repetitive Development Tasks in Auditory Menu Displays with the Auditory Menu Library P Raman, BK Davison, M Jeon, BN Walker Georgia Institute of Technology (ICAD 2010), 2010	2*	2010
Advanced auditory menus for universal access to electronic devices M Jeon, B Davison, J Wilson, P Raman, BN Walker Proceedings of the 25th Annual International Technology and Persons with …, 2010	1	2010
Krylov Cubic Regularized Newton: A Subspace Second-Order Method with Dimension-Free Convergence Rate R Jiang, P Raman, S Sabach, A Mokhtari, M Hong, V Cevher International Conference on Artificial Intelligence and Statistics, 4411-4419, 2024		2024
EMC: Efficient MCMC Negative Sampling for Contrastive Learning with Global Convergence CY Yau, HT Wai, P Raman, S Sarkar, M Hong arXiv preprint arXiv:2404.10575, 2024		2024
MADA: Meta-adaptive optimizers through hyper-gradient descent K Ozkara, C Karakus, P Raman, M Hong, S Sabach, B Kveton, V Cevher arXiv preprint arXiv:2401.08893, 2024		2024
Contractive error feedback for gradient compression B Li, S Zheng, P Raman, A Shrivastava, GB Giannakis Preprint, 2022		2022
DS-FACTO: Doubly Separable Factorization Machines P Raman, SVN Vishwanathan arXiv preprint arXiv:2004.13940, 2020		2020
Hybrid-Parallel Parameter Estimation for Frequentist and Bayesian Models P Raman University of California, Santa Cruz, 2020		2020
Distributed Machine Learning-Challenges and Approaches P Raman		2018
TLDR K Ozkara, C Karakus, P Raman, M Hong, S Sabach, B Kveton, V Cevher

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