Amir Hesam Salavati

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Publications

Overview

Publications

 

Journal Publications

Nonbinary associative memory with exponential pattern retrieval capacity and learning
Raj K. Kumar, Amir Hesam Salavati and Amin Shokrollahi

IEEE Transactions on Neural Networks and Learning Systems, 2014.

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Noise facilitation in associative memories of exponential capacity
Amin Karbasi, Amir Hesam Salavati, Lav R. Varshney and Amin Shokrollahi

Submitted to Neural Computation, March 2014.

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Convolutional neural associative memories
Amin Karbasi, Amir Hesam Salavati and Amin Shokrollahi

To be submitted to Journal of Machine Learning Research (JMLR), 2014.

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An ant-based rate allocation algorithm for media streaming in peer to peer networks: extension to multiple sessions and dynamic networks
Hadi Goudariz, Amir Hesam Salavati and Mohammad Reza Pakravan

Elsevier Journal of Networks and Computer Applications, 2011.

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Conference Publications

Noise-enhanced associative memories
Amin Karbasi. Amir Hesam Salavati, Lav R. Varshney and Amin Shokrollahi

(Spotlight presentaion in) Advances in Neural Information Processing Systems (NIPS), 2013.

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Coupled neural associative memories
Amin Karbasi. Amir Hesam Salavati and Amin Shokrollahi

IEEE Information Theory Workshop (ITW), 2013.

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Iterative learning and denoising in convolutional neural associative memories
Amin Karbasi. Amir Hesam Salavati and Amin Shokrollahi

International Conference on Machine Learning (ICML), 2013.

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Multi-level error resilient neural networks
Amir Hesam Salavati and Amin Karbasi

IEEE International Symposium on Information Theory (ISIT), 2012.

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Exponential pattern retrieval capacity with non-binary associative memory
Raj. K. Kumar, Amir Hesam Salavati and Amin Karbasi

IEEE Information Theory Workshop (ITW), 2011.

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Neural pre-coding increases the pattern retrieval capacity of Hopfield and bidirecional associative memories
Amir Hesam Salavati, Raj. K. Kumar, Amin Karbasi and Wulfram Gerstner

IEEE International Symposium on Information Theory (ISIT), 2011.

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Phase transition for mutual information
Raj. K. Kumar, Payam Pakzad, Amir Hesam Salavati, Amin Karbasi and Wulfram Gerstner

IEEE International Symposium on Turbo Codes & Iterative Information Processing Systems (ISTC), 2010.

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An ant based rate allocation algorithm for media streaming in peer to peer networks
Amir Hesam Salavati, Hadi Goudarzi and Mogammad Reza Pakravan

Local Computer Networks (LCN), 2008.

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Ph.D. Dissertation

Coding Theory and Neural Associative Memories with Exponential Pattern Retrieval Capacity 

Ph.D. dissertation, School of Computer and Communication Sciences, Ecole Polytechnique Federale de Lausanne (EPFL), 2014.

Supervisor: Prof. Amin Shokrollahi

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M.Sc. Dissertation (in Farsi)

امیرحسام صلواتی، ”تامین کیفیت سرویس به کمک کدگذاری شبکه“، پایان‏نامه کارشناسی ارشد، دانشکده برق دانشگاه صنعتی شریف، شهریور ۱۳۸۷

Quality of Servic Network Coding
M.Sc. dissertation, Electrical Engineering Department, Sharif University of Technology, Spetember 2008.

Supervisor: Prof. Babak Hossein Khalaj

Co-supervisor: Prof. Mohammad Reza Aref

 

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Posters

Neuroscience meets coding theory: iterative learning and denoising in convolutional neural associative memories
Amin Karbasi, Amir Hesam Salavati, Amin Shokrollahi

International Conference on Machine Learning (ICML), 2013.

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Noise-enhanced associative memories: how noisy neurons improve the performance of an associative memory with exponential capacity
Amin Karbasi, Amir Hesam Salavati, Lav R. Varshney, Amin Shokrollahi

Advances in Neural Information Processing Systems (NIPS), 2013.

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Molecular associative memory: an associative memory framework with exponential storage capacity for DNA computing
Amir Hesam Salavati, Raj K. Kumar, Amin Shokrollahi

Statistical Mechanics and Computation of DNA Self-Assembly Workshop, 2011.

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Technical Reports

Applications of coding theory in biolodical systems
Amir Hesam Salavati

PhD Candidacy Exam Report, Ecole Polytechnique Federale de Lausanne (EPFL), June 2010.

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Applications of coding theory in molecular biolodical systems: an overview
Amir Hesam Salavati

Technical Report, Ecole Polytechnique Federale de Lausanne (EPFL), March 2010.

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Implementatio and analysis of the EEPR4 channel
Amir Hesam Salavati

Technical Report, Ecole Polytechnique Federale de Lausanne (EPFL), February 2010.

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مسیح نیلچیان، امیر حسام صلواتی، ”کاربردهای تئوری اطلاعات در زیست‏شناسی“، دانشکده برق، دانشگاه صنعتی شریف، تیر 1386

Applications of information theory in bioinformatics (in Persian)
Masih Nilchian and Amir Hesam Salavati

Technical Report, Sharif University of Technology, July 2007.

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امیر حسام صلواتی، مسیح نیلچیان، ”کاربردهای تئوری اطلاعات در زبان شناسی و تعمیم آن به بیوانفورماتیک“، دانشکده برق، دانشگاه صنعتی شریف، بهمن 1386

Applications of information theory in linguistics and its extension to bioinformatics (in Persian)
Amir Hesam Salavati and Masih Nilchian

Technical Report, Sharif University of Technology, February 2008.

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پویا شریعت پناهی، امیر حسام صلواتی، ”الگوریتم‏های مسیریابی مبتنی بر ایده‏های زیستی در شبکه‏های بی‏سیم“، گزارش پروژه درس مخابرات داده‏های پیشرفته، دانشکده برق، دانشگاه صنعتی شریف، تیر 1386

Bioinspired routing in wireless networks (in Persian)
Seyyed Pouya Shariat Panahi and Amir Hesam Salavati

Technical Report, Advanced data networks final project report, Sharif University of Technology, February 2007.

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