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Reliable Post hoc Explanations: Modeling Uncertainty in Explainability
[article]
2021
arXiv
pre-print
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As black box explanations are increasingly being employed to establish model credibility in high-stakes settings, it is important to ensure that these explanations are accurate and reliable. ...
We carry out a detailed theoretical analysis that leverages the aforementioned uncertainty to estimate how many perturbations to sample, and how to sample for faster convergence. ...
The views expressed are those of the authors and do not reflect the official policy or position of the funding agencies. ...
arXiv:2008.05030v4
fatcat:ssbibsmworf2bpm7rye4wpaevq
How Much Can I Trust You? – Quantifying Uncertainties in Explaining Neural Networks
[article]
2020
arXiv
pre-print
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model uncertainties into a quantification of explanation uncertainties. ...
modeling of uncertainties. ...
Figure 10 : 10 Another exemplary visualization of the clever hans effect for an image depicting a horse.
arXiv:2006.09000v1 [cs.LG] 16 Jun 2020 Preprint -How Much Can I Trust You? ...
arXiv:2006.09000v1
fatcat:s7262yb2pzfofe5qgcq742uogy
Can You Trust Your Trust Measure?
[article]
2021
arXiv
pre-print
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2021
Proceedings of the 2021 ACM/IEEE International Conference on Human-Robot Interaction
unpublished
doi:10.1145/3434073.3444677 fatcat:gkm3f7ucdzcgpkvni2jxrgwtmi
doi:10.1145/3434073.3444677 fatcat:gkm3f7ucdzcgpkvni2jxrgwtmi
and the exploration of social and relational dimensions of trust in robots (e.g., benevolence). ...
In this paper we look at how different trust questionnaires fare given these challenges that pull in different directions (being general vs. being exploratory) by studying whether people think the items ...
I promise I won't immobilize you." [here, the picture of the robot appears again and stays for the remainder of the vignette]. Then you start playing. ...
arXiv:2104.11365v1
fatcat:jlgrd5wp2vh3fbwmt4uubmwo5i
Tell Me Something That Will Help Me Trust You: A Survey of Trust Calibration in Human-Agent Interaction
[article]
2022
arXiv
pre-print
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In this paper we survey literature in the area of trust between a single human supervisor and a single agent subordinate to determine the nature and extent of this additional information and to characterize ...
agent to decide whether to trust or reject the prediction or recommendation? ...
from a black box agent [Guidotti et al., 2019] . ...
arXiv:2205.02987v1
fatcat:6imqgkctprayrnpift2ybwc7u4
"I can assure you [...] that it's going to be all right" -- A definition, case for, and survey of algorithmic assurances in human-autonomy trust relationships
[article]
2017
arXiv
pre-print
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In essence they want to be able to trust the systems that are being designed. In this survey we present assurances that are the method by which users can understand how to trust this technology. ...
Trust between humans and autonomy is reviewed, and the implications for the design of assurances are highlighted. ...
ects, black-box models are of li le use. ...
arXiv:1708.00495v2
fatcat:bx42oqcijfhchna3xhl7nktnqa
"Dave...I can assure you ...that it's going to be all right ..." A Definition, Case for, and Survey of Algorithmic Assurances in Human-Autonomy Trust Relationships
2019
ACM Computing Surveys
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2018 pre-print arXiv:1711.03846v3 fatcat:pgz3dlarwneujhqxxnxi3sanuuOther Versions
Algorithmic assurances are first formally defined and classified from the perspective of formally modeled human-artificially intelligent agent trust relationships. ...
However, these approaches are typically ad hoc, and have not been formally related to each other or to formal trust models. ...
How should explanations be provided? ...
doi:10.1145/3267338
fatcat:7wzpdawvwbdmvavttqfsu2fly4
"Now You See Me, Now You Don't": How Digital Consumers Manage Their Online Visibility in Game-Like Conditions
2022
Frontiers in Psychology
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In this study, we draw upon Erving Goffman's metaphor of expression games and three forms of concealment or cover moves to explore how consumers, who have been well socialized as digital natives, engage ...
Our work contributes with new insight into how these consumers actively engage in the orchestration of their online visibility by surfacing the nuanced and multifaceted decision-making and thought processes ...
You very consciously uncheck boxes now. Whereas before, you'd be like, "Yeah, tick it and leave it." But now you actually read what they're asking. ...
doi:10.3389/fpsyg.2022.795264
fatcat:dvaglvjcenej5gz5h5hnjqyf2i
Shall I Trust You? From Child–Robot Interaction to Trusting Relationships
2020
Frontiers in Psychology
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The relationship between trust and the representation of the quality of attachment relationships, Theory of Mind, and executive function skills was also investigated. ...
Studying trust in the context of human-robot interaction is of great importance given the increasing relevance and presence of robotic agents in the social sphere, including educational and clinical. ...
Mario Uboldi, Principal of the "I.C. Giovanni Pascoli", and Mrs. Maura Panzone for their important contribution to the organization of the project and support to the study. ...
doi:10.3389/fpsyg.2020.00469
pmid:32317998
pmcid:PMC7147504
fatcat:guirpockcfhb3cvcm7cythshim
"Wish you were here" trust in public administration in Latin America
"Wish you were here" confianza en la administración pública en Latinoamérica
2019
Revista de Administração Pública
"Wish you were here" confianza en la administración pública en Latinoamérica
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Question: How much do you trust the following professionals? Scale from 1 to 5 where 1 is not confident at all and 5 is full trust. ...
Question: How much do you trust the following professionals? Scale from 1 to 5 where 1 is not confi dent at all and 5 is full trust. Source: CAF (2014). ...
doi:10.1590/0034-761220180230x
fatcat:qggumkgeebeejlcvquqwtvlcnm
Slave to the Algorithm? Why a Right to Explanationn is Probably Not the Remedy You are Looking for
2017
Social Science Research Network
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Transparency in the form of a "right to an explanation" has emerged as a compellingly attractive remedy since it intuitively promises to open the algorithmic "black box" to promote challenge, redress, ...
However, "subject-centric" explanations (SCEs) focussing on particular regions of a model around a query show promise for interactive exploration, as do explanation systems based on learning a model from ...
"Why Should I Trust You?" ...
doi:10.2139/ssrn.2972855
fatcat:nqqo4xmminc4bkp76mwnrbhgeu
What You Sow Is What You Reap? (Dis-)Incentives for Adaptation Intentions in Farming
2018
Sustainability
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We peer into the black box of adaptation intention to look more closely at the relationship between financial incentives and adaptation action, in order to provide new insights to policy-makers and practitioners ...
Climate change effects are quite heterogeneous and involve a high degree of uncertainty, which further complicates planning. ...
Trust in technology is the first step of application, and the use of such technologies precedes societal support and acceptance. ...
doi:10.3390/su10041133
fatcat:wt5kifld55adpgoehyz36zu7su
'You can dance your prototype if you like': independent filmmakers adapting the hackathon
2017
Digital Creativity
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And of course a boss that trusts you a hundred per cent, because time is ticking... ". ...
They conveyed that they had little appetite for opening the "black box" of technology production and thought that they could outsource this work if necessary. ...
How facilitating for audience participation, have challenged earlier practices of making independent documentary ...
doi:10.1080/14626268.2017.1351992
fatcat:3k2jwoz2tjfypntlnskhjslkri
Six (Or So) Things You Can Do with a Bad Model
1991
Operations Research
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This paper takes a step toward providing such a theory b, focusing on the logic that should govern the use of inadequatel, validated models and the costs and benefits of using them. ...
For example, in the area of combat anal)sis. the central models are arguably almost entirely unvalidated and most %kill never be susceptible to adequate validation. ...
It is tool ('here is how much mones you t ill save if you hard to imagine an instance in which this will not put the make the tradeoff this other waY'). ...
doi:10.1287/opre.39.3.355
fatcat:mts7ze4bxrbbvi2j4ynp2insvu
"One more time: how do you win orders?": a critical reappraisal of the Hill manufacturing strategy framework
1997
International Journal of Operations & Production Management
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(4) Do developments in the strategy literature -notably the core competence view -make the basis of much of the manufacturing strategy literature, including Hill's[1] approach, obsolete? ...
(2) Is the order winner/order qualifier really different from the competitive criteria or competitive priority concept often adopted in the manufacturing strategy literature, and how do they compare to ...
in that a high level of trust can greatly mitigate potentially problematic uncertainty. ...
doi:10.1108/01443579710175547
fatcat:4tv4nb33qzef5omkcp2jkownv4
Facing Fault Management as It Is, Aiming for What You Would Like It to Be
[chapter]
2002
Lecture Notes in Computer Science
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Fault management is a complex task, subject to uncertainty in the symptoms presented. ...
In this paper two key fault management approaches are considered: (i) rule discovery to attempt to present fewer symptoms with greater diagnostic assistance for the more traditional rule based system approach ...
The paper has benefited from discussions with other members of the Jigsaw team and with collaborators at Nortel. ...
doi:10.1007/3-540-46019-5_3
fatcat:3nizbbjohvh3ranie5ydswv4hy
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