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![(a) (b) (c)
Figure 5: The experiment presented in Ref. [22], demonstrating the diagnostically driven, bidirectional interp...](https://image.slidesharecdn.com/uclareportcijudearecommend-2004-200427012059/75/Dark-Beyond-Deep-A-Paradigm-Shift-to-Cognitive-AI-with-Humanlike-Common-Sense-5-2048.jpg?cb=1684203269)
![Figure 14: An example of perceptual causality in computer vision [155], with a causal and-or graph for door status, light ...](https://image.slidesharecdn.com/uclareportcijudearecommend-2004-200427012059/75/Dark-Beyond-Deep-A-Paradigm-Shift-to-Cognitive-AI-with-Humanlike-Common-Sense-12-2048.jpg?cb=1684203269)
![for rotating, handles for pulling, and so forth. This idea is the
core of affordance theory [243], which is based on Gesta...](https://image.slidesharecdn.com/uclareportcijudearecommend-2004-200427012059/75/Dark-Beyond-Deep-A-Paradigm-Shift-to-Cognitive-AI-with-Humanlike-Common-Sense-17-2048.jpg?cb=1684203269)
![the environment, action, and underlying intent [309]. Infants
can also perceive intentional relationships at varying level...](https://image.slidesharecdn.com/uclareportcijudearecommend-2004-200427012059/75/Dark-Beyond-Deep-A-Paradigm-Shift-to-Cognitive-AI-with-Humanlike-Common-Sense-22-2048.jpg?cb=1684203269)
![Figure 30: The plan inference task presented in Ref. [318], seen from the perspective of an observing robot. (a) Four diff...](https://image.slidesharecdn.com/uclareportcijudearecommend-2004-200427012059/75/Dark-Beyond-Deep-A-Paradigm-Shift-to-Cognitive-AI-with-Humanlike-Common-Sense-23-2048.jpg?cb=1684203269)
![two decades ago [405, 406]. In the field of visual comput-
ing, existing work includes snow [407, 408], foam [409, 410,
411...](https://image.slidesharecdn.com/uclareportcijudearecommend-2004-200427012059/75/Dark-Beyond-Deep-A-Paradigm-Shift-to-Cognitive-AI-with-Humanlike-Common-Sense-30-2048.jpg?cb=1684203269)
![[26] Siyuan Qi, Siyuan Huang, Ping Wei, Song-Chun Zhu, Predicting hu-
man activities using stochastic grammar, in: Interna...](https://image.slidesharecdn.com/uclareportcijudearecommend-2004-200427012059/75/Dark-Beyond-Deep-A-Paradigm-Shift-to-Cognitive-AI-with-Humanlike-Common-Sense-33-2048.jpg?cb=1684203269)
![Conference on Computer Vision (ICCV), 2011.
[84] Ivan Laptev, Marcin Marszałek, Cordelia Schmid, Benjamin Rozen-
feld, Lea...](https://image.slidesharecdn.com/uclareportcijudearecommend-2004-200427012059/75/Dark-Beyond-Deep-A-Paradigm-Shift-to-Cognitive-AI-with-Humanlike-Common-Sense-34-2048.jpg?cb=1684203269)
![Philipp Moritz, Trust region policy optimization, in: International
Conference on Machine Learning (ICML), 2015.
[140] Dav...](https://image.slidesharecdn.com/uclareportcijudearecommend-2004-200427012059/75/Dark-Beyond-Deep-A-Paradigm-Shift-to-Cognitive-AI-with-Humanlike-Common-Sense-35-2048.jpg?cb=1684203269)
![layers, Transactions on Image Processing (TIP) 3 (5) (1994) 625–638.
[196] David Marr, Herbert Keith Nishihara, Representa...](https://image.slidesharecdn.com/uclareportcijudearecommend-2004-200427012059/75/Dark-Beyond-Deep-A-Paradigm-Shift-to-Cognitive-AI-with-Humanlike-Common-Sense-36-2048.jpg?cb=1684203269)
![[253] Richard W Byrne, Andrew Whiten, Machiavellian intelligence: social
expertise and the evolution of intellect in monke...](https://image.slidesharecdn.com/uclareportcijudearecommend-2004-200427012059/75/Dark-Beyond-Deep-A-Paradigm-Shift-to-Cognitive-AI-with-Humanlike-Common-Sense-37-2048.jpg?cb=1684203269)
![is fair and why?, in: Annual Meeting of the Cognitive Science Society
(CogSci), 2017.
[367] Max Kleiman-Weiner, Rebecca Sa...](https://image.slidesharecdn.com/uclareportcijudearecommend-2004-200427012059/75/Dark-Beyond-Deep-A-Paradigm-Shift-to-Cognitive-AI-with-Humanlike-Common-Sense-39-2048.jpg?cb=1684203269)
![38 (4) (2019) 119.
[417] Chenfanfu Jiang, Theodore Gast, Joseph Teran, Anisotropic elasto-
plasticity for cloth, knit and ...](https://image.slidesharecdn.com/uclareportcijudearecommend-2004-200427012059/75/Dark-Beyond-Deep-A-Paradigm-Shift-to-Cognitive-AI-with-Humanlike-Common-Sense-40-2048.jpg?cb=1684203269)
