Pruning methods for RBF networks by Tarannum Shakir.

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Feature selection for classification applications in neural network pruning by Gong, Rui

“…Experiments results show that feature selection methods are useful for neural network pruning.…”
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Unsupervised generative variational continual learning by Liu, Guimeng

“…There are mainly three categories in this field: replay methods, regularization-based methods, and parameter isolation methods. …”
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Discovering thematic objects in image collections and videos by Katsaggelos, Aggelos K., Yuan, Junsong, Zhao, Gangqiang, Fu, Yun, Li, Zhu, Wu, Ying

“…Experiments on challenging image and video data sets and comparisons with existing methods validate the effectiveness of our method.…”
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Accurate and Fast Approximate Graph Mining at Scale by Arpaci-Dusseau, Anna

“…Second, we propose two techniques to deal with the “needle-in-the-hay” problem, eager-verify and hybrid sampling. Our eager-verify method drastically improves sampling hit rate by pruning unpromising candidates as early as possible. …”
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Embedded computing techniques for remote mobile video surveillance systems by Nirmala Ramakrishnan

“…Next, a low-complexity GME method (called sparse-GME) is proposed by employing a minimum number of well-distributed sparse corner features. …”
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Red Alarm for Pre-trained Models: Universal Vulnerability to Neuron-level Backdoor Attacks by Zhang, Zhengyan, Xiao, Guangxuan, Li, Yongwei, Lv, Tian, Qi, Fanchao, Liu, Zhiyuan, Wang, Yasheng, Jiang, Xin, Sun, Maosong

“…Finally, we apply several defense methods to NeuBA and find that model pruning is a promising technique to resist NeuBA by omitting backdoored neurons.…”
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Refining learning models in grammatical inference by Wang, Xiangrui

“…We introduce the use of recurrent neural networks (RNNs) and present a pruning learning method to avoid the exponential space costs. …”
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0-1 Knapsack in Nearly Quadratic Time by Jin, Ce

“…To extend this approach to our 0-1 setting, we use a novel pruning method, as well as the two-level color-coding of Bringmann (2017) and the SMAWK algorithm on tall matrices.…”
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Efficient techniques for subgraph mining and query processing by Lin, Wenqing

“…Based on our analysis, we develop a GPU-based solution that (i) drastically differs from existing CPU-based methods, and (ii) exploits the strengths of GPUs in terms of parallelism while mitigating their limitations in terms of the computation power per GPU core. …”
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Efficient algorithms for subgraph counting and enumeration on large graphs by Wang, Kaixin

“…This hybrid strategy enables more efficient pruning of sub-branches, resulting in a worst-case time complexity of O(m\delta + m\tau 3^(\tau/3)), where \tau is related to the maximum truss number. …”
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Learning class-specific edges for object detection and segmentation by Prasad, M, Zisserman, A, Fitzgibbon, A, Kumar, MP, Torr, PHS

“…This classifier may then be used to prune edges which are not relevant to the object class, and thereby improve the performance of subsequent processing. …”

An integrated mHealth campaign to reduce the risk of falling for older adults by Brew-Sam, Nicola, Chib, Arul, Torres, Arah Ysabelle Fondevilla, Ng, Joshua Jing Xuan, Wong, Jade Yi Ting, Yeo, Sze-G

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Towards ILP-based LTLf passive learning by Ielo, A, Law, M, Fionda, V, Ricca, F, De Giacomo, G, De Giacomo, G, Russo, A

“…They use an example at the time to discard a single candidate formula at the time, instead of exploiting the full set of examples to prune the search space. This hinders their applicability when examples involve many atomic propositions or when the target formula is not small. …”

Progressive search space reduction for human pose estimation by Ferrari, V, Marin-Jimenez, M, Zisserman, A

“…The method is fully automatic and self-initializing, and explains the spatio-temporal volume covered by a person moving in a shot, by soft-labeling every pixel as belonging to a particular body part or to the background. …”

Effects of soil management practices on soil fauna feeding activity in an Indonesian oil palm plantation by Tao, H-H, Slade, E, Willis, KJ, Caliman, J-P, Snaddon, JL

“…To address this knowledge gap, we used the bait lamina method to investigate the effects of different soil management practices on soil fauna feeding activity, and whether feeding activity was associated with management-mediated changes in soil chemical properties, in a 15-year-old oil palm plantation. …”