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pro vyhledávání: '"Hwu, P."'
Akademický článek
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While large language models have shown impressive capabilities across a wide range of domains, they still encounter significant challenges in reasoning tasks that require gathering evidence over multiple turns and drawing logical conclusions. These c
Externí odkaz:
http://arxiv.org/abs/2410.10998
Autor:
Wu, Kun, Park, Jeongmin Brian, Zhang, Xiaofan, Hidayetoğlu, Mert, Mailthody, Vikram Sharma, Huang, Sitao, Lumetta, Steven Sam, Hwu, Wen-mei
The growth rate of the GPU memory capacity has not been able to keep up with that of the size of large language models (LLMs), hindering the model training process. In particular, activations -- the intermediate tensors produced during forward propag
Externí odkaz:
http://arxiv.org/abs/2408.10013
Autor:
Hidayetoglu, Mert, de Gonzalo, Simon Garcia, Slaughter, Elliott, Surana, Pinku, Hwu, Wen-mei, Gropp, William, Aiken, Alex
HiCCL (Hierarchical Collective Communication Library) addresses the growing complexity and diversity in high-performance network architectures. As GPU systems have envolved into networks of GPUs with different multilevel communication hierarchies, op
Externí odkaz:
http://arxiv.org/abs/2408.05962
Autor:
Park, Jeongmin Brian, Wu, Kun, Mailthody, Vikram Sharma, Quresh, Zaid, Mahlke, Scott, Hwu, Wen-mei
Graph Neural Networks (GNNs) are widely used today in recommendation systems, fraud detection, and node/link classification tasks. Real world GNNs continue to scale in size and require a large memory footprint for storing graphs and embeddings that o
Externí odkaz:
http://arxiv.org/abs/2407.15264
Neighborhood attention reduces the cost of self attention by restricting each token's attention span to its nearest neighbors. This restriction, parameterized by a window size and dilation factor, draws a spectrum of possible attention patterns betwe
Externí odkaz:
http://arxiv.org/abs/2403.04690
Akademický článek
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Autor:
Reidys, Benjamin, Xue, Yuqi, Li, Daixuan, Sukhwani, Bharat, Hwu, Wen-mei, Chen, Deming, Asaad, Sameh, Huang, Jian
Software-defined networking (SDN) and software-defined flash (SDF) have been serving as the backbone of modern data centers. They are managed separately to handle I/O requests. At first glance, this is a reasonable design by following the rack-scale
Externí odkaz:
http://arxiv.org/abs/2309.06513
Akademický článek
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Autor:
Chun-San Wang, Ssu-Yu Lin, Jin-Hsing Huang, Hsin-Yi Chang, Di-Kuan Lew, Yu-Hua Wang, Kae-Kang Hwu, Yung-Fen Huang
Publikováno v:
Botanical Studies, Vol 65, Iss 1, Pp 1-16 (2024)
Abstract Background Melon (Cucumis melo L.), an important cucurbit crop, faces production limitations due to powdery mildew (PM). Developing resistant varieties offers a sustainable, genetics-based alternative to chemical treatments. Therefore, ident
Externí odkaz:
https://doaj.org/article/cdd7c40fe3164ba593a63eb7fababc59
