The Entropy Theory of Counterfactuals
Open accessAbstract
I assess the thesis that counterfactual asymmetries are explained by an asymmetry of the global entropy at the temporal boundaries of the universe, by developing a method of evaluating counterfactuals that includes, as a background assumption, the low entropy of the early universe. The resulting theory attempts to vindicate the common practice of holding the past mostly fixed under counterfactual supposition while at the same time allowing the counterfactual's antecedent to obtain by a natural physical development. Although the theory has some success in evaluating a wide variety of ordinary counterfactuals, it fails as an explanation of counterfactual asymmetry.
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Visual input data (images) are associated with saliency maps in counterfactual explanations.
“On the other hand, visual input data (i.e., images) are associated with saliency maps [133]”
From A Survey of Contrastive and Counterfactual Explanation Generation Methods for Explainable Artificial Intelligence (2021) · cites this paper as [133]
Chang et al. employ a generative model to construct a saliency map while masking the other regions of the input image.
“They employ a generative model to construct a saliency map while masking the other regions of the input image.”
From A Survey of Contrastive and Counterfactual Explanation Generation Methods for Explainable Artificial Intelligence (2021) · cites this paper as [133]
In computer vision-related classification tasks, Chang et al. find the smallest region in the image whose substitution would change the classifier's prediction.
“In computer vision-related classification tasks, Chang et al. find the smallest region in the image whose substitution would change the classifier's prediction [133].”
From A Survey of Contrastive and Counterfactual Explanation Generation Methods for Explainable Artificial Intelligence (2021) · cites this paper as [133]
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Stepin, I., Alonso, J. M., Catala, A., & Pereira-Farina, M. (2021) · IEEE Access · doi:10.1109/access.2021.3051315 · Cited by 376 · see citing works
- Authors
- Kutach, D. N.
- Affiliations
- University of Oklahoma (US)
- Corresponding author
- Kutach, Douglas N.
- Venue
- Philosophy of Science
- Publisher
- Cambridge University Press (CUP)
- Published
- 2002-03
- Volume
- 69
- Issue
- 1
- Pages
- 82-104
- ISSN
- 0031-8248 (ISSN-L)
- 1539-767X
- OpenAlex
- W1969648065
- Cited by
- 44
- References
- 18
- Citations by year
- 2024: 2 · 2023: 18 · 2022: 4 · 2021: 3 · 2020: 1 · 2019: 1 · 2017: 1 · 2016: 3 · 2014: 2 · 2013: 3
- FWCI
- 2.84
- Type
- journal article
- Language
- en
- Open access
- green
- philarchive.org
- Locations
- Philosophy of Science (publishedVersion)
- PhilPapers (PhilPapers Foundation) (submittedVersion)
- Topics
- Social Sciences › Arts and Humanities › Language and Linguistics › Syntax, Semantics, Linguistic Variation
- Social Sciences › Arts and Humanities › History and Philosophy of Science › Philosophy and History of Science
- Social Sciences › Arts and Humanities › Philosophy › Epistemology, Ethics, and Metaphysics
- Keywords
- counterfactuals, entropy, counterfactual evaluation, thermodynamics of time
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