{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,3]],"date-time":"2026-06-03T14:30:18Z","timestamp":1780497018674,"version":"3.54.1"},"publisher-location":"Cham","reference-count":33,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030862701","type":"print"},{"value":"9783030862718","type":"electronic"}],"license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021]]},"DOI":"10.1007\/978-3-030-86271-8_21","type":"book-chapter","created":{"date-parts":[[2021,9,14]],"date-time":"2021-09-14T23:08:06Z","timestamp":1631660886000},"page":"243-255","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Applying Vector Symbolic Architecture and Semiotic Approach to Visual Dialog"],"prefix":"10.1007","author":[{"given":"Alexey K.","family":"Kovalev","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Makhmud","family":"Shaban","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anfisa A.","family":"Chuganskaya","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Aleksandr I.","family":"Panov","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2021,9,15]]},"reference":[{"key":"21_CR1","unstructured":"Agrawal, A., et al.: VQA: visual question answering. arXiv e-prints arXiv:1505.00468 (2015)"},{"issue":"31","key":"21_CR2","first-page":"374","volume":"8","author":"FC Bartlett","year":"1932","unstructured":"Bartlett, F.C.: Remembering: a study in experimental and social psychology. Philosophy 8(31), 374\u2013376 (1932)","journal-title":"Philosophy"},{"key":"21_CR3","unstructured":"Bernstein, A.N.: On dexterity and its development. Publishing House \u201cPhysical Culture and Sport\", Moscow (1991). (in Russian)"},{"key":"21_CR4","first-page":"97","volume":"14","author":"TR Besold","year":"2015","unstructured":"Besold, T.R., K\u00fchnberger, K.U.: Towards integrated neural - symbolic systems for human-level AI: two research programs helping to bridge the gaps. Biol. Inspir. Cogn. Architect. 14, 97\u2013110 (2015)","journal-title":"Biol. Inspir. Cogn. Architect."},{"key":"21_CR5","unstructured":"Chomskaya, E.D.: Neuropsychology, 4th edn. Peter (2005). (in Russian)"},{"key":"21_CR6","doi-asserted-by":"crossref","unstructured":"Das, A., et al.: Visual dialog. In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (2017)","DOI":"10.1109\/CVPR.2017.121"},{"key":"21_CR7","volume-title":"The Perception of the Visual World","author":"J Gibson","year":"1950","unstructured":"Gibson, J.: The Perception of the Visual World. Houghton Mifflin, Boston (1950)"},{"key":"21_CR8","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"172","DOI":"10.1007\/978-3-030-52152-3_18","volume-title":"Artificial General Intelligence","author":"A Gorodetskiy","year":"2020","unstructured":"Gorodetskiy, A., Shlychkova, A., Panov, A.I.: Delta schema network in model-based reinforcement learning. In: Goertzel, B., Panov, A.I., Potapov, A., Yampolskiy, R. (eds.) AGI 2020. LNCS (LNAI), vol. 12177, pp. 172\u2013182. Springer, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-52152-3_18"},{"key":"21_CR9","doi-asserted-by":"crossref","unstructured":"Gupta, A., Dollar, P., Girshick, R.: LVIS: a dataset for large vocabulary instance segmentation. In: Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition 2019-June, pp. 5351\u20135359 (2019)","DOI":"10.1109\/CVPR.2019.00550"},{"issue":"1","key":"21_CR10","doi-asserted-by":"publisher","first-page":"335","DOI":"10.1016\/0167-2789(90)90087-6","volume":"42","author":"S Harnad","year":"1990","unstructured":"Harnad, S.: The symbol grounding problem. Physica D 42(1), 335\u2013346 (1990)","journal-title":"Physica D"},{"key":"21_CR11","doi-asserted-by":"crossref","unstructured":"Johnson, J., Hariharan, B., van der Maaten, L., Fei-Fei, L., Zitnick, C.L., Girshick, R.: CLEVR: a diagnostic dataset for compositional language and elementary visual reasoning. In: CVPR (2017)","DOI":"10.1109\/CVPR.2017.215"},{"key":"21_CR12","doi-asserted-by":"publisher","first-page":"64","DOI":"10.1162\/tacl_a_00300","volume":"8","author":"M Joshi","year":"2019","unstructured":"Joshi, M., Chen, D., Liu, Y., Weld, D.S., Zettlemoyer, L., Levy, O.: SpanBERT: improving pre-training by representing and predicting spans. Trans. Assoc. Comput. Linguist. 8, 64\u201377 (2019)","journal-title":"Trans. Assoc. Comput. Linguist."},{"issue":"2","key":"21_CR13","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1007\/s12559-009-9009-8","volume":"1","author":"P Kanerva","year":"2009","unstructured":"Kanerva, P.: Hyperdimensional computing: an introduction to computing in distributed representation with high-dimensional random vectors. Cogn. Comput. 1(2), 139\u2013159 (2009). https:\/\/doi.org\/10.1007\/s12559-009-9009-8","journal-title":"Cogn. Comput."},{"key":"21_CR14","series-title":"Communications in Computer and Information Science","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/978-3-030-00617-4_1","volume-title":"Artificial Intelligence","author":"G Kiselev","year":"2018","unstructured":"Kiselev, G., Kovalev, A., Panov, A.I.: Spatial reasoning and planning in sign-based world model. In: Kuznetsov, S.O., Osipov, G.S., Stefanuk, V.L. (eds.) RCAI 2018. CCIS, vol. 934, pp. 1\u201310. Springer, Cham (2018). https:\/\/doi.org\/10.1007\/978-3-030-00617-4_1"},{"key":"21_CR15","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"83","DOI":"10.1007\/978-3-319-66471-2_10","volume-title":"Interactive Collaborative Robotics","author":"GA Kiselev","year":"2017","unstructured":"Kiselev, G.A., Panov, A.I.: Synthesis of the behavior plan for group of robots with sign based world model. In: Ronzhin, A., Rigoll, G., Meshcheryakov, R. (eds.) ICR 2017. LNCS (LNAI), vol. 10459, pp. 83\u201394. Springer, Cham (2017). https:\/\/doi.org\/10.1007\/978-3-319-66471-2_10"},{"key":"21_CR16","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1007\/978-3-030-27005-6_12","volume-title":"Artificial General Intelligence","author":"AK Kovalev","year":"2019","unstructured":"Kovalev, A.K., Panov, A.I.: Mental actions and modelling of reasoning in semiotic approach to AGI. In: Hammer, P., Agrawal, P., Goertzel, B., Ikl\u00e9, M. (eds.) AGI 2019. LNCS (LNAI), vol. 11654, pp. 121\u2013131. Springer, Cham (2019). https:\/\/doi.org\/10.1007\/978-3-030-27005-6_12"},{"key":"21_CR17","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1007\/978-3-030-52152-3_24","volume-title":"Artificial General Intelligence","author":"AK Kovalev","year":"2020","unstructured":"Kovalev, A.K., Panov, A.I., Osipov, E.: Hyperdimensional representations in semiotic approach to AGI. In: Goertzel, B., Panov, A.I., Potapov, A., Yampolskiy, R. (eds.) AGI 2020. LNCS (LNAI), vol. 12177, pp. 231\u2013241. Springer, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-52152-3_24"},{"key":"21_CR18","doi-asserted-by":"crossref","unstructured":"Lee, K., He, L., Zettlemoyer, L.: Higher-order coreference resolution with coarse-to-fine inference. In: NAACL-HLT (2018)","DOI":"10.18653\/v1\/N18-2108"},{"key":"21_CR19","unstructured":"Leontiev, A.N.: Psychology of the image [in russian]. Vestn. Mosk. un-ta. Ser. 14, Psychology, no. 2, pp. 3\u201313 (1979)"},{"key":"21_CR20","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"740","DOI":"10.1007\/978-3-319-10602-1_48","volume-title":"Computer Vision \u2013 ECCV 2014","author":"T-Y Lin","year":"2014","unstructured":"Lin, T.-Y.: Microsoft COCO: common objects in context. In: Fleet, D., Pajdla, T., Schiele, B., Tuytelaars, T. (eds.) ECCV 2014. LNCS, vol. 8693, pp. 740\u2013755. Springer, Cham (2014). https:\/\/doi.org\/10.1007\/978-3-319-10602-1_48"},{"key":"21_CR21","volume-title":"Cognition and Reality: Principles and Implications of Cognitive Psychology","author":"U Neisser","year":"1976","unstructured":"Neisser, U.: Cognition and Reality: Principles and Implications of Cognitive Psychology. W. H Freeman and Company, New York (1976)"},{"issue":"4","key":"21_CR22","doi-asserted-by":"publisher","first-page":"517","DOI":"10.1134\/S1064230714040121","volume":"53","author":"GS Osipov","year":"2014","unstructured":"Osipov, G.S., Panov, A.I., Chudova, N.V.: Behavior control as a function of consciousness. I. World model and goal setting. J. Comput. Syst. Sci. Int. 53(4), 517\u2013529 (2014)","journal-title":"J. Comput. Syst. Sci. Int."},{"key":"21_CR23","series-title":"Lecture Notes in Computer Science (Lecture Notes in Artificial Intelligence)","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1007\/978-3-319-27060-9_1","volume-title":"Advances in Artificial Intelligence and Soft Computing","author":"GS Osipov","year":"2015","unstructured":"Osipov, G.S.: Signs-based vs. symbolic models. In: Sidorov, G., Galicia-Haro, S.N. (eds.) MICAI 2015. LNCS (LNAI), vol. 9413, pp. 3\u201311. Springer, Cham (2015). https:\/\/doi.org\/10.1007\/978-3-319-27060-9_1"},{"issue":"6","key":"21_CR24","doi-asserted-by":"publisher","first-page":"404","DOI":"10.3103\/S0147688219060066","volume":"46","author":"AI Panov","year":"2019","unstructured":"Panov, A.I.: Goal setting and behavior planning for cognitive agents. Sci. Tech. Inf. Process. 46(6), 404\u2013415 (2019)","journal-title":"Sci. Tech. Inf. Process."},{"key":"21_CR25","unstructured":"Piaget, J.: Les m\u00e9canismes perceptifs. Presses universitaires de France, Paris (1961). (in French)"},{"key":"21_CR26","unstructured":"Poddyakov, N.N.: Features of Mental Development of Preschool Children. Professional Education Publishing House, Moscow (1996). [in Russian]"},{"issue":"2","key":"21_CR27","first-page":"240","volume":"13","author":"AV Shapoval","year":"2011","unstructured":"Shapoval, A.V.: Description of the image structure in modern art criticism analysis. Izvestiya Samarskogo nauchnogo tsentra Rossiyskoy akademii nauk 13(2), 240\u2013246 (2011). (in Russian)","journal-title":"Izvestiya Samarskogo nauchnogo tsentra Rossiyskoy akademii nauk"},{"key":"21_CR28","unstructured":"Velichkovsky, B.M.: Cognitive science: fundamentals of the psychology of cognition. In: 2 volumes. Smysl\/Akademiya, Moscow (2006). (in Russian)"},{"key":"21_CR29","unstructured":"Vygotsky, L.: Collected works in 6 volumes, vol. 3. Pedagogika, Moscow (1983). (in Russian)"},{"key":"21_CR30","doi-asserted-by":"publisher","first-page":"229","DOI":"10.1007\/BF00992696","volume":"8","author":"RJ Williams","year":"2004","unstructured":"Williams, R.J.: Simple statistical gradient-following algorithms for connectionist reinforcement learning. Mach. Learn. 8, 229\u2013256 (2004). https:\/\/doi.org\/10.1007\/BF00992696","journal-title":"Mach. Learn."},{"key":"21_CR31","unstructured":"Yi, K., Wu, J., Gan, C., Torralba, A., Kohli, P., Tenenbaum, J.B.: Neural-symbolic VQA: disentangling reasoning from vision and language understanding. arXiv e-prints arXiv:1810.02338 (2018)"},{"key":"21_CR32","unstructured":"Zaporozhets, A.V., Lisina, M.I.: Development of Perception in Early and Preschool Childhood. Prosveshchenie Publishing House, Moscow (1966). (in Russian)"},{"key":"21_CR33","doi-asserted-by":"crossref","unstructured":"Zellers, R., Bisk, Y., Farhadi, A., Choi, Y.: From recognition to cognition: visual commonsense reasoning. CoRR abs\/1811.10830 (2018)","DOI":"10.1109\/CVPR.2019.00688"}],"container-title":["Lecture Notes in Computer Science","Hybrid Artificial Intelligent Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-86271-8_21","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,13]],"date-time":"2024-03-13T19:32:39Z","timestamp":1710358359000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-030-86271-8_21"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"ISBN":["9783030862701","9783030862718"],"references-count":33,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-86271-8_21","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021]]},"assertion":[{"value":"15 September 2021","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"HAIS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Hybrid Artificial Intelligence Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Bilbao","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Spain","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2021","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 September 2021","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"24 September 2021","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"hais2021","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/2021.haisconference.eu\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Single-blind","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"81","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"44","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"11","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"54% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"2-3","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"2","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"No","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}