Zobrazeno 1 - 10
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pro vyhledávání: '"Meng Xiang"'
The impressive performance of Large Language Models (LLMs) across various natural language processing tasks comes at the cost of vast computational resources and storage requirements. One-shot pruning techniques offer a way to alleviate these burdens
Externí odkaz:
http://arxiv.org/abs/2406.07831
The origin of intermediate helium (He)-rich hot subdwarfs are still unclear. Previous studies have suggested that some surviving Type Ia supernovae (SNe Ia) companions from the white dwarf~+~main-sequence (WD+MS) channel may contribute to the interme
Externí odkaz:
http://arxiv.org/abs/2404.01905
The increasing computational demands of modern neural networks present deployment challenges on resource-constrained devices. Network pruning offers a solution to reduce model size and computational cost while maintaining performance. However, most c
Externí odkaz:
http://arxiv.org/abs/2403.07094
Autor:
Meng, Xiang, Ibrahim, Shibal, Behdin, Kayhan, Hazimeh, Hussein, Ponomareva, Natalia, Mazumder, Rahul
Structured pruning is a promising approach for reducing the inference costs of large vision and language models. By removing carefully chosen structures, e.g., neurons or attention heads, the improvements from this approach can be realized on standar
Externí odkaz:
http://arxiv.org/abs/2403.12983
Human pose analysis has garnered significant attention within both the research community and practical applications, owing to its expanding array of uses, including gaming, video surveillance, sports performance analysis, and human-computer interact
Externí odkaz:
http://arxiv.org/abs/2310.13039
Astrometry holds the potential for testing fundamental physics through the effects of the Stochastic Gravitational Wave Background (SGWB) in the $\sim 1-100$ nHz frequency band on precision measurements of stellar positions. Such measurements are com
Externí odkaz:
http://arxiv.org/abs/2309.16666
This paper proposes a new task in the field of Answering Subjective Induction Question on Products (SUBJPQA). The answer to this kind of question is non-unique, but can be interpreted from many perspectives. For example, the answer to 'whether the ph
Externí odkaz:
http://arxiv.org/abs/2309.05938
Autor:
Lin, Meng-Xiang, Jain, Bhuvnesh, Raveri, Marco, Baxter, Eric J., Chang, Chihway, Gatti, Marco, Lee, Sujeong, Muir, Jessica
Publikováno v:
Phys.Rev.D 109 (2024) 6, 063523
The $S_8$ tension between low-redshift galaxy surveys and the primary CMB signals a possible breakdown of the $\Lambda$CDM model. Recently differing results have been obtained using low-redshift galaxy surveys and the higher redshifts probed by CMB l
Externí odkaz:
http://arxiv.org/abs/2308.16183
A successful measurement of the Stochastic Gravitational Wave Background (SGWB) in Pulsar Timing Arrays (PTAs) would open up a new window through which to test the predictions of General Relativity (GR). We consider how these measurements might revea
Externí odkaz:
http://arxiv.org/abs/2304.02640
Autor:
Benbaki, Riade, Chen, Wenyu, Meng, Xiang, Hazimeh, Hussein, Ponomareva, Natalia, Zhao, Zhe, Mazumder, Rahul
The sheer size of modern neural networks makes model serving a serious computational challenge. A popular class of compression techniques overcomes this challenge by pruning or sparsifying the weights of pretrained networks. While useful, these techn
Externí odkaz:
http://arxiv.org/abs/2302.14623