Search Results - parameterized resource code patterns

Network pruning via resource reallocation by Hou, Yuenan, Ma, Zheng, Liu, Chunxiao, Wang, Zhe, Loy, Chen Change

“… Contemporary methods typically perform iterative pruning procedure from the original over-parameterized model, which is both tedious and expensive especially when the pruning is aggressive…”
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Neural Rejuvenation: Improving Deep Network Training by Enhancing Computational Resource Utilization by Qiao, Siyuan, Lin, Zhe, Zhang, Jianming, Yuille, Alan L.

“… Deep neural networks are usually over-parameterized for their tasks in order to achieve good performances, thus are likely to have underutilized computational resources…”
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Calibration of a groundwater model using pattern information from remote sensing data by Li, H.T., Brunner, P., Kinzelbach, W., Li, W.P., Dong, X.G.

“…Due to the chronic lack of verification data, hydrologic models are notoriously over-parameterized…”
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Hardware-aware Coding Function Design for Compressive Single-photon 3D Cameras by Parra, David, Gutierrez-Barragan, Felipe, Seets, Trevor, Velten, Andreas

“… However, their performance is susceptible to hardware limitations, such as system bandwidth, maximum laser power, sensor data rates, and in-sensor memory and compute resources…”
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Wildland fire mid-story: A generative modeling approach for representative fuels by Hutchings, Grant, Gattiker, James, Scherting, Braden, Linn, Rodman R.

“…Computational models for understanding and predicting fire in wildland and managed lands are increasing in impact. Data characterizing the fuels and…”
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Five common mistakes in fluvial morphodynamic modeling by Mosselman, Erik, Le, Thai Binh

“…•Numerical simulations show the effects of inputs that impose morphodynamic patterns beforehand…”
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Automatic Generation of Efficient Accelerators for Reconfigurable Hardware by Koeplinger, David, Prabhakar, Raghu, Yaqi Zhang, Delimitrou, Christina, Kozyrakis, Christos, Olukotun, Kunle

“… However, current tools for targeting FPGAs offer inadequate support for high-level programming, resource estimation, and rapid and automatic design space exploration…”
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Uncovering local aggregated air quality index with smartphone captured images leveraging efficient deep convolutional neural network by Mondal, Joyanta Jyoti, Islam, Md Farhadul, Islam, Raima, Nowsin Kabir Rhidi, Newaz, Sarfaraz, Meem Arafat Manab, A B M Alim Al Islam, Jannatun Noor

“…The prevalence and mobility of smartphones make these a widely used tool for environmental health research. However, their potential for determining aggregated…”
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Anomaly inflow, dualities, and quantum simulation of Abelian lattice gauge theories induced by measurements by Okuda, Takuya, Parayil Mana, Aswin, Sukeno, Hiroki

“… (Wegner models including the toric code in a limit) in general dimensions can be achieved by local adaptive measurements on symmetry-protected topological (SPT…”
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Visual speech recognition using compact hypercomplex neural networks by Panagos, Iason Ioannis, Sfikas, Giorgos, Nikou, Christophoros

“… However, most of these systems are not designed with practicality in mind, requiring large-size models and powerful hardware, factors which limit their applicability in resource-constrained…”
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Retraining-free Model Quantization via One-Shot Weight-Coupling Learning by Tang, Chen, Meng, Yuan, Jiang, Jiacheng, Xie, Shuzhao, Lu, Rongwei, Ma, Xinzhu, Wang, Zhi, Zhu, Wenwu

“…Quantization is of significance for compressing the over-parameterized deep neural models and deploying them on resource-limited devices…”
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Absolute Calibration of the MTVZA-GY Microwave Radiometer Atmospheric Sounding Channels by Uspensky, A. B., Asmus, V. V., Kozlov, A. A., Kramchaninova, E., Streltsov, A. M., Chernyavsky, G. Ya, Cherny, I. V.

“… The NWP products are used as input to the radiance simulation code together with the data on surface emissivity…”
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DConv-LSTM-Net: A Novel Architecture for Single and 12-Lead ECG Anomaly Detection by Dissanayake, Theekshana, Fernando, Tharindu, Denman, Simon, Sridharan, Sridha, Fookes, Clinton

“…). However, existing models for ECG anomaly detection learn from relatively long (60s) ECG signals and tend to be heavily parameterized…”
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CoSearcher: studying the effectiveness of conversational search refinement and clarification through user simulation

“… To support robust training/evaluation of such systems, we propose a simulation framework called CoSearcher Information about code/resources available at https…”
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Fluctuation–Dissipation Supplemented by Nonlinearity: A Climate-Dependent Subgrid-Scale Parameterization in Low-Order Climate Models by Achatz, Ulrich, Löbl, Ulrike, Dolaptchiev, Stamen I., Gritsun, Andrey

“… These should respond to externally forced climate variability in an appropriate manner so as to reflect the response of the parameterized process to a changing climate…”
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Reduced complexity strategies for modelling urban floodplain inundation by McMillan, Hilary K., Brasington, James

“… These offer the potential to predict the local pattern and timing of flood depth and velocity, enabling informed flood risk zoning and improved emergency planning…”
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Seasonality of the Mesoscale Inverse Cascade as Inferred from Global Scale-Dependent Eddy Energy Observations by Steinberg, Jacob M., Cole, Sylvia T., Drushka, Kyla, Abernathey, Ryan P.

“…Oceanic mesoscale motions including eddies, meanders, fronts, and filaments comprise a dominant fraction of oceanic kinetic energy and contribute to the…”
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Towards Faster and More Compact Foundation Models for Molecular Property Prediction by Ghunaim, Yasir, Villa, Andres, Ignacz, Gergo, Szekely, Gyorgy, Alfarra, Motasem, Ghanem, Bernard

“… Despite JMP's advantages, fine-tuning it on molecular datasets ranging from small-scale to large-scale requires considerable time and computational resources…”
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Morphodynamics of nearshore rhythmic sandbars in a mixed-energy environment (SW France): I. Mapping beach changes using visible satellite imagery by Lafon, V., De Melo Apoluceno, D., Dupuis, H., Michel, D., Howa, H., Froidefond, J.M.

“… Maps were obtained from 16 Spot images recorded between 1986 and 2000. Ridge and runnel shapes, with regard to a reference level, were delineated using a watercolor reflectance code parameterized and validated with field data…”
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Portable software development for multi-core processors, many-core accelerators, and heterogeneous architectures by McCool, Michael

“… compiler that can target all the processing resources in such architectures. When compared to tuned baseline code using the best optimizing C++…”
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