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Tensor Processing Primitives: A Programming Abstraction for Efficiency and Portability in Deep Learning Workloads


Apr 14, 2021
Evangelos Georganas, Dhiraj Kalamkar, Sasikanth Avancha, Menachem Adelman, Cristina Anderson, Alexander Breuer, Narendra Chaudhary, Abhisek Kundu, Vasimuddin Md, Sanchit Misra, Ramanarayan Mohanty, Hans Pabst, Barukh Ziv, Alexander Heinecke


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K-TanH: Hardware Efficient Activations For Deep Learning


Oct 21, 2019
Abhisek Kundu, Sudarshan Srinivasan, Eric C. Qin, Dhiraj Kalamkar, Naveen K. Mellempudi, Dipankar Das, Kunal Banerjee, Bharat Kaul, Pradeep Dubey

* 14 pages, 14 figures 

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A Study of BFLOAT16 for Deep Learning Training


Jun 13, 2019
Dhiraj Kalamkar, Dheevatsa Mudigere, Naveen Mellempudi, Dipankar Das, Kunal Banerjee, Sasikanth Avancha, Dharma Teja Vooturi, Nataraj Jammalamadaka, Jianyu Huang, Hector Yuen, Jiyan Yang, Jongsoo Park, Alexander Heinecke, Evangelos Georganas, Sudarshan Srinivasan, Abhisek Kundu, Misha Smelyanskiy, Bharat Kaul, Pradeep Dubey


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Ternary Residual Networks


Oct 31, 2017
Abhisek Kundu, Kunal Banerjee, Naveen Mellempudi, Dheevatsa Mudigere, Dipankar Das, Bharat Kaul, Pradeep Dubey


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Ternary Neural Networks with Fine-Grained Quantization


May 30, 2017
Naveen Mellempudi, Abhisek Kundu, Dheevatsa Mudigere, Dipankar Das, Bharat Kaul, Pradeep Dubey


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Mixed Low-precision Deep Learning Inference using Dynamic Fixed Point


Feb 01, 2017
Naveen Mellempudi, Abhisek Kundu, Dipankar Das, Dheevatsa Mudigere, Bharat Kaul


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A Randomized Rounding Algorithm for Sparse PCA


Nov 22, 2016
Kimon Fountoulakis, Abhisek Kundu, Eugenia-Maria Kontopoulou, Petros Drineas

* 28 pages, 11 figures, 2 tables 

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Relaxed Leverage Sampling for Low-rank Matrix Completion


Apr 07, 2016
Abhisek Kundu


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Approximating Sparse PCA from Incomplete Data


Mar 12, 2015
Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail


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Recovering PCA from Hybrid-$(\ell_1,\ell_2)$ Sparse Sampling of Data Elements


Mar 02, 2015
Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail


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Identifying Influential Entries in a Matrix


Dec 14, 2013
Abhisek Kundu, Srinivas Nambirajan, Petros Drineas

* There is a bug in the proof of Lemma 5, which we are currently working to fix 

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