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Resource Efficient Domain Adaptation
Proceedings of the 28th ACM International Conference on Multimedia, 2020Domain Adaptation (DA) aims at transferring knowledge from a labeled source domain to an unlabeled target domain. While re- markable advances have been witnessed recently, the power of DA methods still heavily depends on the network depth, especially when the domain discrepancy is large, posing an unprecedented challenge to DA in low-resource scenarios
Junguang Jiang +3 more
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A Case for Resource Efficient Prefetching in Multicores
2014 43rd International Conference on Parallel Processing, 2014Modern processors typically employ sophisticated prefetching techniques for hiding memory latency. Hardware prefetching has proven very effective and can speed up some SPEC CPU 2006 benchmarks by more than 40% when running in isolation. However, this speedup often comes at the cost of prefetching a significant volume of useless data (sometimes more ...
Muneeb Khan +2 more
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Biogas as a resource-efficient vehicle fuel
Trends in Biotechnology, 2008There are currently strong incentives for increased use of renewable fuels in the transport sector worldwide. However, some bioethanol and biodiesel production routes have limitations with regard to resource efficiency and reduction of greenhouse gases. More efficient biofuel systems are those based on lignocelluloses and novel conversion technologies.
Pål, Börjesson, Bo, Mattiasson
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Design for Resource Efficiency
2012There are already several approaches for Design for Environment or Design for Recycling and recently also the topic of resource efficiency received increasing interest. While procedurally existing ecodesign concepts might be also applicable for Design for Resource Efficiency, the main issue is to define relevant yet practicable indicators to measure ...
Matthias Finkbeiner +2 more
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Efficient Resource-Constrained Monitoring
NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium, 2022Jalil Moraney, Danny Raz
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Efficiency in Resource Depletion
1998Original Hotelling rule: non-renewable resource, perfect competition This chapter deals with the question of how to deplete a stock of resources in an efficient way.1 In this respect efficiency means maximizing social utility or welfare U, given a resource stock Q, while in every period t (0…T) an amount q t is depleted. The first case is the case of a
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