Abhisek Kundu

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 13

Top Topics

Incomplete Data

Matrix Completion

Top Venues

Inf. Process. Lett.

J. Mach. Learn. Res.

Publications

Evangelos Georganas, Dhiraj D. Kalamkar, Kirill Voronin, Abhisek Kundu, Antonio Noack, Hans Pabst, Alexander Breuer, Alexander Heinecke
Harnessing Deep Learning and HPC Kernels via High-Level Loop and Tensor Abstractions on CPU Architectures. IPDPS (2024)
Abhisek Kundu, Naveen K. Mellempudi, Dharma Teja Vooturi, Bharat Kaul, Pradeep Dubey
AUTOSPARSE: Towards Automated Sparse Training of Deep Neural Networks. CoRR (2023)
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, Vasimuddin Md, Sanchit Misra, Ramanarayan Mohanty, Hans Pabst, Brian Retford, Barukh Ziv, Alexander Heinecke
Tensor Processing Primitives: A Programming Abstraction for Efficiency and Portability in Deep Learning and HPC Workloads. Frontiers Appl. Math. Stat. 8 (2022)
Evangelos Georganas, Dhiraj D. 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
Tensor Processing Primitives: A Programming Abstraction for Efficiency and Portability in Deep Learning Workloads. CoRR (2021)
Evangelos Georganas, Dhiraj D. Kalamkar, Sasikanth Avancha, Menachem Adelman, Cristina Anderson, Alexander Breuer, Jeremy Bruestle, Narendra Chaudhary, Abhisek Kundu, Denise Kutnick, Frank Laub, Vasimuddin Md, Sanchit Misra, Ramanarayan Mohanty, Hans Pabst, Barukh Ziv, Alexander Heinecke
Tensor processing primitives: a programming abstraction for efficiency and portability in deep learning workloads. SC (2021)
Abhisek Kundu, Sudarshan Srinivasan, Eric C. Qin, Dhiraj D. Kalamkar, Naveen K. Mellempudi, Dipankar Das, Kunal Banerjee, Bharat Kaul, Pradeep Dubey
K-TanH: Hardware Efficient Activations For Deep Learning. CoRR (2019)
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
A Study of BFLOAT16 for Deep Learning Training. CoRR (2019)
Naveen Mellempudi, Abhisek Kundu, Dipankar Das, Dheevatsa Mudigere, Bharat Kaul
Mixed Low-precision Deep Learning Inference using Dynamic Fixed Point. CoRR (2017)
Kimon Fountoulakis, Abhisek Kundu, Eugenia-Maria Kontopoulou, Petros Drineas
A Randomized Rounding Algorithm for Sparse PCA. ACM Trans. Knowl. Discov. Data 11 (3) (2017)
Abhisek Kundu
Relaxed leverage sampling for low-rank matrix completion. Inf. Process. Lett. 124 (2017)
Naveen Mellempudi, Abhisek Kundu, Dheevatsa Mudigere, Dipankar Das, Bharat Kaul, Pradeep Dubey
Ternary Neural Networks with Fine-Grained Quantization. CoRR (2017)
Abhisek Kundu, Kunal Banerjee, Naveen Mellempudi, Dheevatsa Mudigere, Dipankar Das, Bharat Kaul, Pradeep Dubey
Ternary Residual Networks. CoRR (2017)
Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail
Recovering PCA and Sparse PCA via Hybrid-(l1, l2) Sparse Sampling of Data Elements. J. Mach. Learn. Res. 18 (2017)
Abhisek Kundu
Relaxed Leverage Sampling for Low-rank Matrix Completion. CoRR (2015)
Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail
Approximating Sparse PCA from Incomplete Data. CoRR (2015)
Petros Drineas, Kimon Fountoulakis, Abhisek Kundu
A Randomized Rounding Algorithm for Sparse PCA. CoRR (2015)
Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail
) Sparse Sampling of Data Elements. CoRR (2015)
Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail
Approximating Sparse PCA from Incomplete Data. NIPS (2015)
Abhisek Kundu, Petros Drineas
A Note on Randomized Element-wise Matrix Sparsification. CoRR (2014)
Philip R. O. Payne, Kun Huang, Kristin Keen-Circle, Abhisek Kundu, Jie Zhang, Tara Borlawsky
Multi-dimensional discovery of biomarker and phenotype complexes. BMC Bioinform. 11 (S-9) (2010)
Abhisek Kundu, Hatice Gulcin Ozer, Tara Borlawsky, Kristin C. Circle, Kun Huang, Philip R. O. Payne
Clinical Attribute Network for Chronic Lymphocytic Leukemia. BIBM (2009)