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pro vyhledávání: '"Sadayappan, P"'
The increasing size of transformer-based models in NLP makes the question of compressing them important. In this work, we present a comprehensive analysis of factorization based model compression techniques. Specifically, we focus on comparing straig
Externí odkaz:
http://arxiv.org/abs/2406.11307
Autor:
Agarwal, Tripti, Dam, Harvey, Khalifa, Dorra Ben, Martel, Matthieu, Sadayappan, P., Gopalakrishnan, Ganesh
In response to the rapidly escalating costs of computing with large matrices and tensors caused by data movement, several lossy compression methods have been developed to significantly reduce data volumes. Unfortunately, all these methods require the
Externí odkaz:
http://arxiv.org/abs/2406.11209
Sparse tensor networks are commonly used to represent contractions over sparse tensors. Tensor contractions are higher-order analogs of matrix multiplication. Tensor networks arise commonly in many domains of scientific computing and data science. Af
Externí odkaz:
http://arxiv.org/abs/2401.04836
Autor:
Jiwoong Jang, Yeongmin Kim, Taejeong Song, Sanghee Park, Hee‐Joo Kim, Jin‐ho Koh, Yoonil Cho, Shi‐Young Park, Sakthivel Sadayappan, Hyo‐Bum Kwak, Robert R. Wolfe, Il‐Young Kim, Cheol Soo Choi
Publikováno v:
Journal of Cachexia, Sarcopenia and Muscle, Vol 15, Iss 5, Pp 1651-1663 (2024)
Abstract Background Loss of muscle strength and endurance with aging or in various conditions negatively affects quality of life. Resistance exercise training (RET) is the most powerful means to improve muscle mass and strength, but it does not gener
Externí odkaz:
https://doaj.org/article/65493865915e4ae6a27a4171019a0ba2
Autor:
Heisler, Eric, Saurav, Siddharth, Deshmukh, Aadesh, Mazumder, Sandip, Sadayappan, Ponnuswamy, Sundar, Hari
Heterogeneous computing environments combining CPU and GPU resources provide a great boost to large-scale scientific computing applications. Code generation utilities that partition the work into CPU and GPU tasks while considering data movement cost
Externí odkaz:
http://arxiv.org/abs/2305.19400
Autor:
Xiang, Lizhi, Yin, Miao, Zhang, Chengming, Sukumaran-Rajam, Aravind, Sadayappan, P., Yuan, Bo, Tao, Dingwen
Tucker decomposition is one of the SOTA CNN model compression techniques. However, unlike the FLOPs reduction, we observe very limited inference time reduction with Tucker-compressed models using existing GPU software such as cuDNN. To this end, we p
Externí odkaz:
http://arxiv.org/abs/2211.03715
Autor:
Anthony L. Hessel, Michel N. Kuehn, Seong-Won Han, Weikang Ma, Thomas C. Irving, Brent A. Momb, Taejeong Song, Sakthivel Sadayappan, Wolfgang A. Linke, Bradley M. Palmer
Publikováno v:
Communications Biology, Vol 7, Iss 1, Pp 1-9 (2024)
Abstract In striated muscle, the sarcomeric protein myosin-binding protein-C (MyBP-C) is bound to the myosin thick filament and is predicted to stabilize myosin heads in a docked position against the thick filament, which limits crossbridge formation
Externí odkaz:
https://doaj.org/article/10a433d29a114c5bb280881b6bad3e35
Autor:
Darshini A. Desai, Akhil Baby, Kalyani Ananthamohan, Lisa C. Green, Mohammed Arif, Brittany C. Duncan, Mohit Kumar, Rohit R. Singh, Sheryl E. Koch, Sankar Natesan, Jack Rubinstein, Anil G. Jegga, Sakthivel Sadayappan
Publikováno v:
Journal of Molecular and Cellular Cardiology Plus, Vol 8, Iss , Pp 100075- (2024)
Type 2 diabetes mellitus (T2DM) is a metabolic disease and comorbidity associated with several conditions, including cardiac dysfunction leading to heart failure with preserved ejection fraction (HFpEF), in turn resulting in T2DM-induced cardiomyopat
Externí odkaz:
https://doaj.org/article/dfbdc26c598344ae941d40c3723cf9bd
Autor:
Darshini Desai, Taejeong Song, Rohit R. Singh, Akhil Baby, James McNamara, Lisa C. Green, Pooneh Nabavizadeh, Mark Ericksen, Sholeh Bazrafshan, Sankar Natesan, Sakthivel Sadayappan
Publikováno v:
Cells, Vol 13, Iss 22, p 1913 (2024)
MYBPC3, encoding cardiac myosin binding protein-C (cMyBP-C), is the most mutated gene known to cause hypertrophic cardiomyopathy (HCM). However, since little is known about the underlying etiology, additional in vitro studies are crucial to defining
Externí odkaz:
https://doaj.org/article/477ed76c5ee4454dae7bd06c24759ad1