Abhisek Kundu

22 papers A 2Journal 17Unranked 2
YearRankTypeTitle / Venue / Authors
2024 A conf
Harnessing Deep Learning and HPC Kernels via High-Level Loop and Tensor Abstractions on CPU Architectures.
IPDPS
Evangelos Georganas, Dhiraj D. Kalamkar, Kirill Voronin, Abhisek Kundu, Antonio Noack, Hans Pabst, Alexander Breuer, Alexander Heinecke
2023 J jnl
AUTOSPARSE: Towards Automated Sparse Training of Deep Neural Networks.
CoRR
Abhisek Kundu, Naveen K. Mellempudi, Dharma Teja Vooturi, Bharat Kaul, Pradeep Dubey
2022 J jnl
Tensor Processing Primitives: A Programming Abstraction for Efficiency and Portability in Deep Learning and HPC Workloads.
Frontiers Appl. Math. Stat.
Evangelos Georganas, Dhiraj D. Kalamkar, Sasikanth Avancha, Menachem Adelman, Deepti Aggarwal, Cristina Anderson, Alexander Breuer, Jeremy Bruestle, Narendra Chaudhary, Abhisek Kundu, Denise Kutnick, Frank Laub, Md. Vasimuddin, Sanchit Misra, Ramanarayan Mohanty, Hans Pabst, Brian Retford, Barukh Ziv, Alexander Heinecke
2021 J jnl
Tensor Processing Primitives: A Programming Abstraction for Efficiency and Portability in Deep Learning Workloads.
CoRR
Evangelos Georganas, Dhiraj D. Kalamkar, Sasikanth Avancha, Menachem Adelman, Cristina Anderson, Alexander Breuer, Narendra Chaudhary, Abhisek Kundu, Md. Vasimuddin, Sanchit Misra, Ramanarayan Mohanty, Hans Pabst, Barukh Ziv, Alexander Heinecke
2021 A conf
Tensor processing primitives: a programming abstraction for efficiency and portability in deep learning workloads.
SC
Evangelos Georganas, Dhiraj D. Kalamkar, Sasikanth Avancha, Menachem Adelman, Cristina Anderson, Alexander Breuer, Jeremy Bruestle, Narendra Chaudhary, Abhisek Kundu, Denise Kutnick, Frank Laub, Md. Vasimuddin, Sanchit Misra, Ramanarayan Mohanty, Hans Pabst, Barukh Ziv, Alexander Heinecke
2019 J jnl
A Study of BFLOAT16 for Deep Learning Training.
CoRR
Dhiraj D. 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
2019 J jnl
K-TanH: Hardware Efficient Activations For Deep Learning.
CoRR
Abhisek Kundu, Sudarshan Srinivasan, Eric C. Qin, Dhiraj D. Kalamkar, Naveen K. Mellempudi, Dipankar Das, Kunal Banerjee, Bharat Kaul, Pradeep Dubey
2017 J jnl
A Randomized Rounding Algorithm for Sparse PCA.
ACM Trans. Knowl. Discov. Data
Kimon Fountoulakis, Abhisek Kundu, Eugenia-Maria Kontopoulou, Petros Drineas
2017 J jnl
Mixed Low-precision Deep Learning Inference using Dynamic Fixed Point.
CoRR
Naveen Mellempudi, Abhisek Kundu, Dipankar Das, Dheevatsa Mudigere, Bharat Kaul
2017 J jnl
Recovering PCA and Sparse PCA via Hybrid-(l1, l2) Sparse Sampling of Data Elements.
J. Mach. Learn. Res.
Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail
2017 J jnl
Relaxed leverage sampling for low-rank matrix completion.
Inf. Process. Lett.
Abhisek Kundu
2017 J jnl
Ternary Neural Networks with Fine-Grained Quantization.
CoRR
Naveen Mellempudi, Abhisek Kundu, Dheevatsa Mudigere, Dipankar Das, Bharat Kaul, Pradeep Dubey
2017 J jnl
Ternary Residual Networks.
CoRR
Abhisek Kundu, Kunal Banerjee, Naveen Mellempudi, Dheevatsa Mudigere, Dipankar Das, Bharat Kaul, Pradeep Dubey
2015 J jnl
A Randomized Rounding Algorithm for Sparse PCA.
CoRR
Petros Drineas, Kimon Fountoulakis, Abhisek Kundu
2015 — conf
Approximating Sparse PCA from Incomplete Data.
NIPS
Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail
2015 J jnl
Approximating Sparse PCA from Incomplete Data.
CoRR
Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail
2015 — —
Element-wise matrix sparsification and reconstruction.
Abhisek Kundu
2015 J jnl
Recovering PCA from Hybrid-(ℓ
CoRR
Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail
2015 J jnl
Relaxed Leverage Sampling for Low-rank Matrix Completion.
CoRR
Abhisek Kundu
2014 J jnl
A Note on Randomized Element-wise Matrix Sparsification.
CoRR
Abhisek Kundu, Petros Drineas
2010 J jnl
Multi-dimensional discovery of biomarker and phenotype complexes.
BMC Bioinform.
Philip R. O. Payne, Kun Huang, Kristin Keen-Circle, Abhisek Kundu, Jie Zhang, Tara Borlawsky
2009 — conf
Clinical Attribute Network for Chronic Lymphocytic Leukemia.
BIBM
Abhisek Kundu, Hatice Gulcin Ozer, Tara Borlawsky, Kristin C. Circle, Kun Huang, Philip R. O. Payne