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Deep Heterogeneous Face Recognition Networks Based on Cross-Modal Distillation and an Equitable Distance Metric
2017
2017 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)
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In this work we present three methods to improve a deep convolutional neural network approach to near-infrared heterogeneous face recognition. ...
We present the results of experiments of these methods on two widely used near-infrared heterogeneous face recognition datasets and compare them to the state-of-the-art. ...
In this work, we focus on near-infrared (NIR) heterogeneous face recognition. ...
doi:10.1109/cvprw.2017.34
dblp:conf/cvpr/RealeLK17
fatcat:adyrmiyhibd5vf7gbph67epnwi
Urban growth and water access in sub-Saharan Africa: Progress, challenges, and emerging research directions
2017
Science of the Total Environment
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This paper contributes to interdisciplinary understanding of urban water supply by distilling and integrating relevant empirical knowledge on urban dynamics and water issues in SSA, focusing on progress ...
Across the globe, nearly one in ten people is without access to an improved drinking water source. ...
Acknowledgments and Data Material for this paper is drawn from the lead authors' research and expert contributions and discussions during a Population-Environment Research Network (PERN) cyberseminar on ...
doi:10.1016/j.scitotenv.2017.06.157
pmid:28704674
fatcat:4vt6lcbxmnadne2m3uwbhvacf4
Trustworthy Predictive Algorithms for Complex Forest System Decision-Making
2021
Frontiers in Forests and Global Change
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This review shows how domain-specific characteristics, such as system complexity, impose limits on using predictive algorithms in forest conservation and management. ...
The expanding role of predictive algorithms is part of a broader movement toward using data-driven machine learning (ML) for modalities including images, natural language, speech. ...
A variety of algorithms are used, including random forests and deep neural networks. ...
doi:10.3389/ffgc.2020.587178
fatcat:dvyqrvrinzeqvl2hkwy6kf3wnm
Chapter 17. OWI Research Considerations
[chapter]
2015
Foundational Practices of Online Writing Instruction
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--(Perspectives on writing) Includes bibliographical references and index. Description based on print version record and CIP data provided by publisher; resource not viewed. ...
English language--Rhetoric--Study and teaching--Computer-assisted instruction. 2. Creative writing--Computer-assisted instruction. 3. Web-based instruction. I. Hewett, Beth L., editor of compilation. ...
HYBRID AND FULLY-ONLINE OWCS For the purposes of this book, the term hybrid describes an environment where traditional, face-to-face instruction is combined with either distance-based or onsite computer-mediated ...
doi:10.37514/per-b.2015.0650.2.17
fatcat:t7jdzir2xnc4noegcuqsxrzvbm
On the Opportunities and Risks of Foundation Models
[article]
2021
arXiv
pre-print
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Though foundation models are based on standard deep learning and transfer learning, their scale results in new emergent capabilities,and their effectiveness across so many tasks incentivizes homogenization ...
., BERT, DALL-E, GPT-3) that are trained on broad data at scale and are adaptable to a wide range of downstream tasks. ...
Fernando Pereira, Vinodkumar Prabhakaran, Colin Raffel, Marten van Schijndel, Ludwig Schmidt, Yoav Shoham, Madalsa Singh, Megha Srivastava, Jacob Steinhardt, Emma Strubell, Qian Yang, Luke Zettlemoyer, and ...
arXiv:2108.07258v2
fatcat:yktkv4diyrgzzfzqlpvaiabc2m
From Dependence to Causation
[article]
2016
arXiv
pre-print
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First, we develop a framework for the study of statistical dependence based on copulas and random features. ...
Thus, understanding cause and effect is one step from machine learning towards machine reasoning and machine intelligence. ...
distance metric learning", all of these eloquently reviewed in (Cunningham and Ghahramani, 2015) . ...
arXiv:1607.03300v1
fatcat:img5m23n5ncx5mfejgqkjft2ua
Tackling Climate Change with Machine Learning
[article]
2019
arXiv
pre-print
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Climate change is one of the greatest challenges facing humanity, and we, as machine learning experts, may wonder how we can help. ...
We call on the machine learning community to join the global effort against climate change. ...
Foundation and Carnegie Mellon University (SES-00949710), US Department of Energy contract DE-FG02-97ER25308, the Natural Sciences and Engineering Research Council of Canada, and the MIT Media Lab Consortium ...
arXiv:1906.05433v2
fatcat:ykmqsivkbfcazaz3wl5f7srula
IRRODL Volume 3, Number 2
2002
International Review of Research in Open and Distance Learning
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The higher education world is changing, and opportunities created by technology coupled with the possibilities of distance education are exciting and intimidating at the same time. ...
Working together to exercise leadership in discussing, planning and implementing the required changes while, at the same time, focusing on the central importance of students and content delivery, will ...
Therefore, one has to have Face in order to build one's own network. Normally, a teacher is regarded as one who holds higher social position and has greater Face. ...
doi:10.19173/irrodl.v3i2.1084
fatcat:owv5yxnmdjbsncj4hjuv4s73bm
The State of AI Ethics Report (June 2020)
[article]
2020
arXiv
pre-print
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These past few months have been especially challenging, and the deployment of technology in ways hitherto untested at an unrivalled pace has left the internet and technology watchers aghast. ...
It has never been more important that we keep a sharp eye out on the development of this field and how it is shaping our society and interactions with each other. ...
on a predefined distance metric. ...
arXiv:2006.14662v1
fatcat:q76dnqzh4ja5pofurjmpmyeyey
2. Global Problems, Complexity, and Civil Society in East Asia
[chapter]
2015
Complexity, Security and Civil Society in East Asia
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One then uses computer models to allow the agents to interact based on rules of environmental perception, recognition, decision-making, and learning over time. 87 Based on multiple -sometimes thousands ...
globally while acting locally, but also to cross-country, long-distance, and high-tech imports of renewable energy. ...
doi:10.11647/obp.0059.02
fatcat:qruzjhgpbvdlllck2zvjtn3fyq
Purpose, processes, partnerships, and products: four Ps to advance participatory socio-environmental modeling
2017
Ecological Applications
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However, recent advances in the theory of social-ecological networks and in multi-level network analysis have led to an increase in the study of governance as interconnected social and ecological systems ...
in research on governance networks. ...
Our framework is based on an understanding that this food security needs to be based not only on resilient foodscapes, but also foodscapes that are productive, sustainable, and equitable. ...
doi:10.1002/eap.1627
pmid:28922513
fatcat:lh6mglx47bbqbh7lsnwiw2jelq
Daily Life in the Land of Bambuk: An Archaeological Study of Political Economy at Diouboye, Senegal
2013
Azania
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Lastly, I thank Cameron Gokee for initiating this fruitful collaboration on the archaeology of Diouboye and both Cameron Gokee and Dr. ...
Additional funds to visit comparative collections housed at the Smithsonian Institution were provided by an NSF Doctoral Dissertation Grant to Cameron Gokee (University of Michigan). ...
Lattice (CrT) roulettes comprise a network of deep squares or lozenges made by a tool etched with cross-hatching. ...
doi:10.1080/0067270x.2013.833723
fatcat:rulqjvyopfhenb2smw4vvfdc6y
WILDS: A Benchmark of in-the-Wild Distribution Shifts
[article]
2021
arXiv
pre-print
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To facilitate method development, we provide an open-source package that automates dataset loading, contains default model architectures and hyperparameters, and standardizes evaluations. ...
On each dataset, we show that standard training yields substantially lower out-of-distribution than in-distribution performance. ...
Acknowledgements Many people generously volunteered their time and expertise to advise us on Wilds. ...
arXiv:2012.07421v3
fatcat:bsohmukpszajxeadeo25oxmbs4
OSI 2017 Summary Report
2017
Open Scholarship Initiative Proceedings
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Most participants see eye to eye on the broad outlines of this challenge, and their reports—considered together and building upon each other—point to specific solutions that can be developed starting this ...
Fully pursuing all the recommendations will require much more funding, but our hope is that we can get started now on a tight budget and build from there.On behalf of SCI and OSI, thank you to our sponsors ...
Step 1: Study and map the
current IR network. Identify
the nodes, as the potential
networks and sub-networks.
2. ...
doi:10.13021/g8osi.2.2017.1941
fatcat:jmfcqirbgjdihi4dbmqkivrd24
Knowledge sharing for development
[chapter]
2012
Development Centre Studies
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and ideas from outside their network borders, which are often quite rigid. ...
Key Words: knowledge management for development; civil society partnerships and policy dialogues; information and communications technologies for development; online networks; knowledge networks; community ...
networks by forging new relationships based on reciprocity and trust. ...
doi:10.1787/9789264173897-9-en
fatcat:q5ifbfw7dfco3eyiywuqbkfdsm
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