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Demystifying Inter-Class Disentanglement [article]

Aviv Gabbay, Yedid Hoshen
2020 arXiv   pre-print
We present a unified formulation for class and content disentanglement and use it to illustrate the limitations of current methods.  ...  We further introduce a clustering-based approach for extending our method for settings that exhibit in-class variation with promising results on the task of domain translation.  ...  Disentangling class and content representations assumes that intra-class variation is significantly lower than inter-class variation.  ... 
arXiv:1906.11796v3 fatcat:d5fj7t3l35hq7gn3wvfjpofuuq

Measuring the Biases and Effectiveness of Content-Style Disentanglement [article]

Xiao Liu, Spyridon Thermos, Gabriele Valvano, Agisilaos Chartsias, Alison O'Neil, Sotirios A. Tsaftaris
2021 arXiv   pre-print
In this paper, we conduct an empirical study to investigate the role of different biases in content-style disentanglement settings and unveil the relationship between the degree of disentanglement and  ...  While considerable effort has been made to measure disentanglement in vector representations, and assess its impact on task performance, such analysis for (spatial) content - style disentanglement is lacking  ...  Demystifying inter-class disentanglement. In Inter- national Conference on Learning Representations (ICLR), 2020. [23] Arthur Gretton, Olivier Bousquet, Alex Smola, and Bernhard Schölkopf.  ... 
arXiv:2008.12378v4 fatcat:mqo5s4gf2jbgrbt55vkqniujpa

Deep Learning meets Liveness Detection: Recent Advancements and Challenges [article]

Arian Sabaghi, Marzieh Oghbaie, Kooshan Hashemifard, Mohammad Akbari
2021 arXiv   pre-print
Further, we cover predominant public datasets for FAS in chronological order, their evolutional progress, and the evaluation criteria (both intra-dataset and inter-dataset).  ...  classes are imbalanced.  ...  They take into account the number of data in each class to adjust hypersphere loss to resolve class imbalance effect.  ... 
arXiv:2112.14796v1 fatcat:axar6akifnh3lgc4mbuqc5nc2i

Integrated information as a common signature of dynamical and information-processing complexity [article]

Pedro A.M. Mediano, Fernando E. Rosas, Juan Carlos Farah, Murray Shanahan, Daniel Bor, Adam B. Barrett
2021 arXiv   pre-print
A principled way to address this limitation is to refine Φ by disentangling the different information phenomena that drive it.  ...  Results show that Φ R correlates strongly with complexity as discussed by Wolfram: automata of higher classes have consistently higher Φ R than automata of lower classes, and the difference between classes  ... 
arXiv:2106.10211v1 fatcat:h6l3qftuqnhphpa72wlzurw6au

CoPE: Conditional image generation using Polynomial Expansions [article]

Grigorios G Chrysos, Markos Georgopoulos, Yannis Panagakis
2021 arXiv   pre-print
CoPE is evaluated in five tasks (class-conditional generation, inverse problems, edges-to-image translation, image-to-image translation, attribute-guided generation) involving eight datasets.  ...  In the inter-class interpolation the noise z I is fixed, while the class z II is interpolated. In Fig. 14(d ) several inter-class interpolations are visualized.  ...  a source to the target, (c) inter-class linear interpolation.  ... 
arXiv:2104.05077v3 fatcat:3ojtyukuuvahhafpbe2zzdjsry

Little Rebellions: Demands, Transgressions, and Anomalies in the Kamtapur Struggle

Arijeet Mandal
2015 Sanglap: Journal of Literary and Cultural Inquiry  
political thoughts are present within the movement; I have also taken up these new trends in the lights of anarchist tendencies which put more importance on quasi-separations from dominant power centres than class-determinism  ...  As a result, amidst inter-familial conflicts both tradition and modernity fall apart.  ...  This play destabilizes the aesthetically alienating tendencies of Indian classics, demystifies and humanizes the ontologically distant and heroic identity of the poet, and reestablishes him as a common  ... 
doaj:182eb38c00714410966d13adb6faf46f fatcat:kbsxqzjatjdkdfxpn5mbk3ra74

Differences Behind the Appearances: Export Growth, Technological Capabilities, and Development in Mexico and South Korea

Raúl Delgado-Wise, Noela Invernizzi
2005 Revue canadienne d'études du développement / Canadian Journal of Development Studies  
The aim of this paper is to examine some of the strategic dimensions of the two paths in an attempt to demystify the aura of success created around the Mexican case.  ...  Le but de leur article est d'examiner certaines dimensions stratégiques de ces deux voies pour tenter de démystifier l'aura de succès qui entoure le cas mexicain.  ...  To disentangle Mexico's experiences, sight must not be lost of the extremely rapid growth of the maquiladora export sector.  ... 
doi:10.1080/02255189.2005.9669061 fatcat:i72pjggnjbhi3mfrgyi4brldu4

Demystifying Collapse: Climate, environment, and social agency in pre-modern societies

John Haldon, Arlen F. Chase, Warren Eastwood, Martin Medina-Elizalde, Adam Izdebski, Francis Ludlow, Guy Middleton, Lee Mordechai, Jason Nesbitt, B.L. Turner
2020 Millennium  
Demystifying Collapse Collapse and Palaeoclimate As we have stressed, the conflation of events and cultural experience, the flatteningout of inter-regional and micro-regional differences, the ignoring  ...  relatively tight control over the Anatolian, Balkan, and Italian/Sicilian elites, and the fact that the empire possessed a degree of ideological cohesion and identity that often, if not always, transcended class  ... 
doi:10.1515/mill-2020-0002 fatcat:243nmrjxmrd45fx5mwrys5ntai

Understanding Internal Semantics Of Deep Learning Models For Electronic Music

Minz Sanghee Won
2017 Zenodo  
[23] discussed how to quantify and detect factors of disentangled representations in their recent publication.  ...  It means, the longest O-net filter (n = 41) can include 0.95 seconds which is approximately an inter-beat interval of 60 bpm.  ... 
doi:10.5281/zenodo.1100967 fatcat:fewtmbdobbepdbslgt2phdie5y

Identification of ligand-specific G-protein coupled receptor states and prediction of downstream efficacy via data-driven modeling [article]

Oliver Fleetwood, Jens Carlsson, Lucie Delemotte
2020 bioRxiv   pre-print
similar classes.  ...  With this approach, we derived features discriminating between the classes based on inter-residue distances and thereby identified residues which could be important for activation.  ... 
doi:10.1101/2020.07.06.186601 fatcat:w4fwbh3p7nhm5eurbwn4wml3fu

Explainable Artificial Intelligence Approaches: A Survey [article]

Sheikh Rabiul Islam, William Eberle, Sheikh Khaled Ghafoor, Mohiuddin Ahmed
2021 arXiv   pre-print
This visualization gives an interpretation of why a particular sample is part of a particular class.  ...  of "the mixture of patterns" encoded in each filter of CNNs, d) interpretable CNNs, and e) semantic disentanglement of CNN representations.  ... 
arXiv:2101.09429v1 fatcat:emnotqoj3zhs3lemwz7kbi45um

Writing of a Different Class? The First 120 years of Working-Class Fiction in Finland [chapter]

Elsi Hyttinen, Kati Johanna Launis
2017 Working-Class Literature(s): Historical and International Perspectives  
However, they sought to redefine and demystify art so that making art could be considered labor.  ...  Subsequently, much less critical effort has been put into locating the Finnish field within a larger inter-and transnational framework.  ... 
doi:10.16993/bam.d fatcat:yyziwwesu5f2layxzp7vtxlhxu

LA EDUCACIÓN EN LOS MEDIOS Y LA ACTIVIDAD CIUDADANA

Concepción Naval, Elena Arbués
2017 Revista Panamericana de Pedagogía  
Nuestro interés es contribuir, en alguna medida, a lograr una pedagogía mediática adecuada que favorezca el fomento de la competencia social y cívica y, en última instancia, los conocimientos y las habilidades  ...  Nuestro interés es contribuir, en alguna medida, a lograr una pedagogía mediática adecuada que favorezca el fomento de la competencia social y cívica y, en última instancia, los conocimientos y las habilidades  ...  More specifically, Martens (2010, 7) mentions a considerable number of authors who have studied how media education can reduce the effects of race, class or gender stereotypes, which mass media texts often  ... 
doi:10.21555/rpp.v0i24.1700 fatcat:256uuzhsjnfdvgr7pmky466rhm

Identification of ligand-specific G-protein coupled receptor states and prediction of downstream efficacy via data-driven modeling

Oliver Fleetwood, Jens Carlsson, Lucie Delemotte
2021 eLife  
With this approach, we derived features discriminating between the classes 457 based on inter-residue distances and thereby identified residues which could be important for 458 activation.  ...  The non-linear methods separated the classes well in two dimensions.  ... 
doi:10.7554/elife.60715 fatcat:xtrgzaslqvg45nxb53nstgou7q

Cultivating Reflective Practitioners in Technology Preparation: Constructing TPACK through Reflection

Liangyue Lu
2013 Education Sciences  
Interviews with the participants showed reflection helped the preservice teachers remember what they learned by describing and elaborating on their in-class experiences, pushed them to think about how  ...  essential for preservice teachers to identify, analyze, manage and solve the many complex teaching problems [3] , the researcher suggested reflection can be a potential strategy to help preservice teachers disentangle  ...  As Spalding and Wilson put it, "we must demystify reflection if students are to take ownership of their journals and use reflection as a vehicle for personal and professional development in the preservice  ... 
doi:10.3390/educsci4010013 fatcat:x5qkln4kvnbpxjbxz7cekwu4cu
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