A survey of contrastive and counterfactual explanation generation methods for explainable artificial intelligence

I Stepin, JM Alonso, A Catala, M Pereira-Fariña - IEEE Access, 2021 - ieeexplore.ieee.org
A number of algorithms in the field of artificial intelligence offer poorly interpretable
decisions. To disclose the reasoning behind such algorithms, their output can be explained …

Causality in thought

SA Sloman, D Lagnado - Annual review of psychology, 2015 - annualreviews.org
Causal knowledge plays a crucial role in human thought, but the nature of causal
representation and inference remains a puzzle. Can human causal inference be captured by …

Sora for computational social systems: From counterfactual experiments to artificiofactual experiments with parallel intelligence

R Qin, FY Wang, X Zheng, Q Ni, J Li… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Welcome to the second issue of IEEE Transactions on Computational Social Systems
(TCSS) of 2024. This issue showcases an impressive array of 104 regular papers alongside …

Counterfactuals and the logic of causal selection.

T Quillien, CG Lucas - Psychological Review, 2023 - psycnet.apa.org
Everything that happens has a multitude of causes, but people make causal judgments
effortlessly. How do people select one particular cause (eg, the lightning bolt that set the …

What would have happened? Counterfactuals, hypotheticals and causal judgements

T Gerstenberg - … Transactions of the Royal Society B, 2022 - royalsocietypublishing.org
How do people make causal judgements? In this paper, I show that counterfactual
simulations are necessary for explaining causal judgements about events, and that …

[HTML][HTML] Counterfactuals

W Starr - 2019 - plato.stanford.edu
Modal discourse concerns alternative ways things can be, eg, what might be true, what isn't
true but could have been, what should be done. This entry focuses on counterfactual …

[图书][B] The meaning of if

J Khoo - 2022 - books.google.com
Despite its small stature," if" occupies a central place both in everyday language and the
philosophical lexicon. In allowing us to talk about hypothetical situations," if" raises a host of …

If and or: Real and counterfactual possibilities in their truth and probability.

RMJ Byrne, PN Johnson-Laird - Journal of Experimental …, 2020 - psycnet.apa.org
The theory of mental models postulates that conditionals and disjunctions refer to
possibilities, real or counterfactual. Factual conditionals, for example,“If there's an apple …

[HTML][HTML] Cognitive neuroscience of human counterfactual reasoning

N Van Hoeck, PD Watson, AK Barbey - Frontiers in human …, 2015 - frontiersin.org
Counterfactual reasoning is a hallmark of human thought, enabling the capacity to shift from
perceiving the immediate environment to an alternative, imagined perspective. Mental …

Backtracking counterfactuals

J Von Kügelgen, A Mohamed… - Conference on Causal …, 2023 - proceedings.mlr.press
Counterfactual reasoning—envisioning hypothetical scenarios, or possible worlds, where
some circumstances are different from what (f) actually occurred (counter-to-fact)—is …