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Abhisek Kundu
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2020 – today
- 2024
- [c4]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: 950-963 - 2023
- [i12]Abhisek Kundu, Naveen K. Mellempudi, Dharma Teja Vooturi, Bharat Kaul, Pradeep Dubey:
AUTOSPARSE: Towards Automated Sparse Training of Deep Neural Networks. CoRR abs/2304.06941 (2023) - 2022
- [j5]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:
Tensor Processing Primitives: A Programming Abstraction for Efficiency and Portability in Deep Learning and HPC Workloads. Frontiers Appl. Math. Stat. 8: 826269 (2022) - 2021
- [c3]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:
Tensor processing primitives: a programming abstraction for efficiency and portability in deep learning workloads. SC 2021: 14 - [i11]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:
Tensor Processing Primitives: A Programming Abstraction for Efficiency and Portability in Deep Learning Workloads. CoRR abs/2104.05755 (2021)
2010 – 2019
- 2019
- [i10]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 abs/1905.12322 (2019) - [i9]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 abs/1909.07729 (2019) - 2017
- [j4]Abhisek Kundu:
Relaxed leverage sampling for low-rank matrix completion. Inf. Process. Lett. 124: 6-9 (2017) - [j3]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: 75:1-75:34 (2017) - [j2]Kimon Fountoulakis, Abhisek Kundu, Eugenia-Maria Kontopoulou, Petros Drineas:
A Randomized Rounding Algorithm for Sparse PCA. ACM Trans. Knowl. Discov. Data 11(3): 38:1-38:26 (2017) - [i8]Naveen Mellempudi, Abhisek Kundu, Dipankar Das, Dheevatsa Mudigere, Bharat Kaul:
Mixed Low-precision Deep Learning Inference using Dynamic Fixed Point. CoRR abs/1701.08978 (2017) - [i7]Naveen Mellempudi, Abhisek Kundu, Dheevatsa Mudigere, Dipankar Das, Bharat Kaul, Pradeep Dubey:
Ternary Neural Networks with Fine-Grained Quantization. CoRR abs/1705.01462 (2017) - [i6]Abhisek Kundu, Kunal Banerjee, Naveen Mellempudi, Dheevatsa Mudigere, Dipankar Das, Bharat Kaul, Pradeep Dubey:
Ternary Residual Networks. CoRR abs/1707.04679 (2017) - 2015
- [b1]Abhisek Kundu:
Element-wise matrix sparsification and reconstruction. Rensselaer Polytechnic Institute, USA, 2015 - [c2]Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail:
Approximating Sparse PCA from Incomplete Data. NIPS 2015: 388-396 - [i5]Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail:
Recovering PCA from Hybrid-(ℓ1, ℓ2) Sparse Sampling of Data Elements. CoRR abs/1503.00547 (2015) - [i4]Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail:
Approximating Sparse PCA from Incomplete Data. CoRR abs/1503.03903 (2015) - [i3]Abhisek Kundu:
Relaxed Leverage Sampling for Low-rank Matrix Completion. CoRR abs/1503.06379 (2015) - [i2]Petros Drineas, Kimon Fountoulakis, Abhisek Kundu:
A Randomized Rounding Algorithm for Sparse PCA. CoRR abs/1508.03337 (2015) - 2014
- [i1]Abhisek Kundu, Petros Drineas:
A Note on Randomized Element-wise Matrix Sparsification. CoRR abs/1404.0320 (2014) - 2010
- [j1]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): S3 (2010)
2000 – 2009
- 2009
- [c1]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: 279-282
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