Results 341 to 350 of about 343,225 (391)
Pruning and quantization for deep neural network acceleration: A survey [PDF]
Neurocomputing, 2021 Xiaotong Zhang
exaly +2 more sources
International Economic Review, 2014 AbstractOften, numerical simulations for dynamic, stochastic models in economics are needed. Kim et al. (Journal of Economic Dynamics and Control 32 2008, 3397–414) proposed “pruning” to deal with the challenge of generating explosive paths when employing second‐order approximations.
Lombardo, Giovanni, Uhlig, Harald
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Proceedings of the 14th international conference on Architectural support for programming languages and operating systems, 2009
Managed languages improve programmer productivity with type safety and garbage collection, which eliminate memory errors such as dangling pointers, double frees, and buffer overflows. However, because garbage collection uses reachability to over-approximate live objects, programs may still leak memory if programmers forget to eliminate the last ...
Michael D. Bond, Kathryn S. McKinley
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Managed languages improve programmer productivity with type safety and garbage collection, which eliminate memory errors such as dangling pointers, double frees, and buffer overflows. However, because garbage collection uses reachability to over-approximate live objects, programs may still leak memory if programmers forget to eliminate the last ...
Michael D. Bond, Kathryn S. McKinley
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Fluctuation-based Adaptive Structured Pruning for Large Language Models
AAAI Conference on Artificial Intelligence, 2023Network Pruning is a promising way to address the huge computing resource demands of the deployment and inference of Large Language Models (LLMs). Retraining-free is important for LLMs' pruning methods. However, almost all of the existing retraining-free
Yongqi An +4 more
semanticscholar +1 more source
To prune or not to prune; pruning induced decay in tropical sandalwood
Forest Ecology and Management, 2018Abstract Heartwood rot (a fungal disease) has the potential to significantly reduce the sandalwood oil production of Santalum album. With new plantations being established with sandalwood oil as the major product, it is imperative to know the consequences of routine form-pruning in tropical areas. Examining pruning wound responses in 1 and 5-year-old
Treena I. Burgess +3 more
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INFORMS Journal on Computing, 2010
The concept of dominance among nodes of a branch-and-bound tree, although known for a long time, is typically not exploited by general-purpose mixed-integer linear programming (MILP) codes. The starting point of our work was the general-purpose dominance procedure proposed in the 1980s by Fischetti and Toth, where the dominance test at a given node of
FISCHETTI, MATTEO, SALVAGNIN, DOMENICO
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The concept of dominance among nodes of a branch-and-bound tree, although known for a long time, is typically not exploited by general-purpose mixed-integer linear programming (MILP) codes. The starting point of our work was the general-purpose dominance procedure proposed in the 1980s by Fischetti and Toth, where the dominance test at a given node of
FISCHETTI, MATTEO, SALVAGNIN, DOMENICO
openaire +3 more sources
Fine-Pruning: Defending Against Backdooring Attacks on Deep Neural Networks
International Symposium on Recent Advances in Intrusion Detection, 2018Deep neural networks (DNNs) provide excellent performance across a wide range of classification tasks, but their training requires high computational resources and is often outsourced to third parties.
Kang Liu, Brendan Dolan-Gavitt, S. Garg
semanticscholar +1 more source
LaCo: Large Language Model Pruning via Layer Collapse
Conference on Empirical Methods in Natural Language ProcessingLarge language models (LLMs) based on transformer are witnessing a notable trend of size expansion, which brings considerable costs to both model training and inference.
Yifei Yang, Zouying Cao, Hai Zhao
semanticscholar +1 more source
Shortened LLaMA: A Simple Depth Pruning for Large Language Models
arXiv.orgStructured pruning of modern large language models (LLMs) has emerged as a way of decreasing their high computational needs. Width pruning reduces the size of projection weight matrices (e.g., by removing attention heads) while maintaining the number of ...
Bo-Kyeong Kim +6 more
semanticscholar +1 more source
Teratology, 1979
AbstractAn infant, horn to unrelated parents, who had a rugated perineal mass which measured 17 cm in diameter is reported. No external genitalia or anal orifice was identified although the infant voided from a 5 mm crevice on the caudal surface of the mass. The patient died at four weeks of age. The perineal mass was made up of two separate sacs.
J N, Peeden, R S, Wilroy, R G, Soper
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AbstractAn infant, horn to unrelated parents, who had a rugated perineal mass which measured 17 cm in diameter is reported. No external genitalia or anal orifice was identified although the infant voided from a 5 mm crevice on the caudal surface of the mass. The patient died at four weeks of age. The perineal mass was made up of two separate sacs.
J N, Peeden, R S, Wilroy, R G, Soper
openaire +2 more sources