Abstract
We demonstrate new comparative reasoning abilities of NARS, a formal model of intelligence, which enable the asymmetric comparison of perceivable quantifiable attributes of objects using relations. These new abilities are implemented by extending NAL with additional inference rules. We demonstrate the new capabilities in a bottle-picking experiment on a mobile robot running ONA, an implementation of NARS.
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References
Bochkovskiy, A., Wang, C.Y., Liao, H.Y.M.: YOLOv4: optimal speed and accuracy of object detection. arXiv preprint arXiv:2004.10934 (2020)
Chella, A.: A cognitive architecture for music perception exploiting conceptual spaces. In: Zenker, F., Gärdenfors, P. (eds.) Applications of Conceptual Spaces. SL, vol. 359, pp. 187–203. Springer, Cham (2015). https://doi.org/10.1007/978-3-319-15021-5_10
Chella, A., Dindo, H., Infantino, I.: Imitation learning and anchoring through conceptual spaces. Appl. AI 21(4–5), 343–359 (2007)
Chella, A., Frixione, M., Gaglio, S.: Conceptual spaces for computer vision representations. Artif. Intell. Rev. 16, 137–152 (2001). https://doi.org/10.1023/A:1011658027344
Gardenfors, P.: Conceptual Spaces: The Geometry of Thought. MIT Press, Cambridge (2004)
Hammer, P., Isaev, P., Lofthouse, T., Johansson, R.: ONA for autonomous ROS-based robots. In: Goertzel, B., Iklé, M., Potapov, A., Ponomaryov, D. (eds.) AGI 2022. LNCS (LNAI), vol. 13539, pp. 231–242. Springer, Cham (2023). https://doi.org/10.1007/978-3-031-19907-3_22
Hammer, P., Lofthouse, T.: ‘OpenNARS for applications’: architecture and control. In: Goertzel, B., Panov, A.I., Potapov, A., Yampolskiy, R. (eds.) AGI 2020. LNCS (LNAI), vol. 12177, pp. 193–204. Springer, Cham (2020). https://doi.org/10.1007/978-3-030-52152-3_20
Latapie, H., Kilic, O., Thórisson, K.R., Wang, P., Hammer, P.: Neurosymbolic systems of perception & cognition: the role of attention. Front. Psychol. 2105 (2022)
Lieto, A., Chella, A., Frixione, M.: Conceptual spaces for cognitive architectures: a lingua franca for different levels of representation. Biologically Inspired Cogn. Archit. 19, 1–9 (2017)
Riley, D.A., Ring, K., Thomas, J.: The effect of stimulus comparison on discrimination learning and transposition. J. Comp. Physiol. Psychol. 53(5), 415 (1960)
Santoro, A., et al.: A simple neural network module for relational reasoning. In: Advances in Neural Information Processing Systems, vol. 30 (2017)
Umari, H., Mukhopadhyay, S.: Autonomous robotic exploration based on multiple rapidly-exploring randomized trees. In: 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 1396–1402. IEEE (2017)
Wang, P.: The interpretation of fuzziness. IEEE Trans. Syst. Man Cybern. B Cybern. 26(4), 321–326 (1996)
Wang, P.: Recommendation based on personal preference. In: Zhang, Y., Kandel, A., Lin, T., Yao, Y. (eds.) Computational Web Intelligence: Intelligent Technology for Web Applications, pp. 101–115. World Scientific Publishing Company, Singapore (2004)
Wang, P.: Rigid Flexibility: The Logic of Intelligence. Springer, Dordrecht (2006). https://doi.org/10.1007/1-4020-5045-3
Wang, P.: Non-Axiomatic Logic: A Model of Intelligent Reasoning. World Scientific, Singapore (2013)
Zambaldi, V., et al.: Relational deep reinforcement learning. arXiv preprint arXiv:1806.01830 (2018)
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Hammer, P., Isaev, P., Latapie, H., Lanza, F., Chella, A., Wang, P. (2023). Comparative Reasoning for Intelligent Agents. In: Hammer, P., Alirezaie, M., Strannegård, C. (eds) Artificial General Intelligence. AGI 2023. Lecture Notes in Computer Science(), vol 13921. Springer, Cham. https://doi.org/10.1007/978-3-031-33469-6_13
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