认知相对论——通向强人工智能之路

李玉鑑

doi:10.11999/JEIT230749

认知相对论——通向强人工智能之路

doi: 10.11999/JEIT230749

李玉鑑^,

桂林电子科技大学人工智能学院桂林 541004

基金项目: 国家自然科学基金(61876010)

详细信息

作者简介:
李玉鑑：男，教授，研究方向为人工智能、深度学习、机器学习、模式识别、认知科学等

通讯作者:
李玉鑑　liyujian@guet.edu.cn

中图分类号: TN919; TP391; B017
计量
- 文章访问数: 401
- HTML全文浏览量: 82
- PDF下载量: 145
- 被引次数: 0
出版历程
- 收稿日期: 2023-07-21
- 修回日期: 2023-12-05
- 网络出版日期: 2023-12-13
- 刊出日期: 2024-02-10

Theory of Cognitive Relativity — The Road to Strong Artificial Intelligence

LI Yujian^,

School of Artificial Intelligence, Guilin University of Electronic Technology, Guilin 541004, China

Funds: The National Natural Science Foundation of China (61876010)

摘要

摘要: 人工智能(AI)的发展如火如荼，大有超越人类之势，以致很多人认为奇点就要来临，强人工智能即将实现。这是一种对强人工智能的误解，因为强人工智能的核心并不在于其功能是否强大，而在于它是否具有意识。该文首先解释了强人工智能的内涵，讨论了与之相关的意识问题；然后，阐述了旨在揭开意识奥秘的认知相对论思想，包括：世界的相对性原理和符号的相对性原理，以及世界、语言和心灵的关系。接着，提出了另一条新原理，即意识的等效原理，用以说明意识从物质产生所需要的物理条件，解决主观体验或现象意识的困难问题，推导意识能力受限于感觉能力且以感觉容量为上界的认知基本定理，并分析意识在哪里和自我是什么的可能性。最后，在认知相对论的框架下，给出了研究意识问题的新纲领和实现机器意识的新思路，并展望了强人工智能的未来。
- 人工智能 /
- 强人工智能 /
- 意识 /
- 机器意识 /
- 认知相对论
Abstract: Artificial Intelligence(AI) develops in full swing with a great potential to surpass human, leading many people to believe that a singularity is imminent and that strong AI is about to be realized. This is a misconception of strong AI, because the core of strong AI is not whether it is powerful, but whether it has consciousness. In this article, firstly, the connotation of strong AI is explained, and the related problem of consciousness is discussed; Then, the ideas of Theory of Cognitive Relativity is elucidated, aimed at revealing the secret of consciousness, including the Principle of World’s Relativity, the Principle of Symbol’s Relativity, together with the relationships between world, language and mind. Subsequently, another new principle is expounded, namely the Principle of Consciousness’ Equivalence, to show the physical conditions required for arising of consciousness from matter, and to solve the hard problem of subjective experience or phenomenal consciousness, and to establish the fundamental theorem of cognition that conscious ability is limited by sensory ability with the upper bound of sensory capacity, and to analyze the possibility of where consciousness is as well as what self is. Finally, under the framework of the theory of cognitive relativity, a new creed for solving the puzzle of consciousness and a new guide for implementing machine consciousness are presented, with the future of strong AI envisioned.
- Artificial Intelligence(AI) /
- Strong AI /
- Consciousness /
- Machine consciousness /
- Theory of cognitive relativity

HTML全文

图 1 物体的光波波前X和其对眼睛所激发的视神经脉冲信号Y

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图 2 物理刺激X和其对传感器所激发的电信号Y、以及Y经分解整合后得到信号Y₁,Y₂和Y₃

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图 3 意识产生的物理条件

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图 4 意识可能发生在丘脑和大脑皮层的信息互动过程中

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图 5 两个机器人宇航员可以直接用无线电波语言来思考和交流，无需解码为人类的语音

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参考文献(113)

[1]	李玉鑑, 张婷. 深度学习导论及案例分析[M]. 北京: 机械工业出版社, 2016. LI Yujian and ZHANG Ting. An Introduction to Deep Learning with Case Studies[M]. Beijing: China Machine Press, 2016.
[2]	李玉鑑, 张婷, 单传辉, 等. 深度学习: 卷积神经网络从入门到精通[M]. 北京: 机械工业出版社, 2018. LI Yujian, ZHANG Ting, SHAN Chuanhui, et al. Deep Learning: Mastering Convolutional Neural Networks from Beginner[M]. Beijing: China Machine Press, 2018.
[3]	ZHANG Ziwei, CUI Peng, and ZHU Wenwu. Deep learning on graphs: A survey[J]. IEEE Transactions on Knowledge and Data Engineering, 2022, 34(1): 249–270. doi: 10.1109/TKDE.2020.2981333.
[4]	BRAUWERS G and FRASINCAR F. A general survey on attention mechanisms in deep learning[J]. IEEE Transactions on Knowledge and Data Engineering, 2023, 35(4): 3279–3298. doi: 10.1109/TKDE.2021.3126456.
[5]	SILVER D, HUANG A, MADDISON C J, et al. Mastering the game of Go with deep neural networks and tree search[J]. Nature, 2016, 529(7587): 484–489. doi: 10.1038/nature16961.
[6]	SCHRITTWIESER J, ANTONOGLOU I, HUBERT T, et al. Mastering Atari, Go, chess and shogi by planning with a learned mode[J]. Nature, 2020, 588(7839): 604–609. doi: 10.1038/s41586-020-03051-4.
[7]	JUMPER J, EVANS R, PRITZEL A, et al. Highly accurate protein structure prediction with AlphaFold[J]. Nature, 2021, 596(7873): 583–589. doi: 10.1038/s41586-021-03819-2.
[8]	雷·库兹韦尔, 李庆诚, 董振华, 田源, 译. 奇点临近[M]. 北京: 机械工业出版社, 2011. KURZWEIL R, LI Qingcheng, DONG Zhenhua, TIAN Yuan. translation. The Singularity is Near[M]. Beijing: China Machine Press, 2011.
[9]	KOSINSKI M. Theory of mind might have spontaneously emerged in large language models[EB/OL]. https://arxiv.org/abs/2302.02083, 2023.
[10]	LI Deyi, HE Wen, and GUO Yike. Why AI still doesn’t have consciousness?[J]. CAAI Transactions on Intelligence Technology, 2021, 6(2): 175–179. doi: 10.1049/cit2.12035.
[11]	SEARLE J R. Minds, brains, and programs[J]. Behavioral and Brain Sciences, 1980, 3(3): 417–424. doi: 10.1017/S0140525X00005756.
[12]	大卫·J. 查默斯, 朱建平, 译. 有意识的心灵: 一种基础理论研究[M]. 北京: 中国人民大学出版社, 2013. CHALMERS D J, ZHU Jianping. translation. The Conscious Mind: In Search of A Fundamental Theory[M]. Beijing: China Renmin University Press, 2013.
[13]	SHEVLIN H. Non-human consciousness and the specificity problem: A modest theoretical proposal[J]. Mind & Language, 2021, 36(2): 297–314. doi: 10.1111/mila.12338.
[14]	NIIKAWA T, MIYAHARA K, HAMADA H T, et al. Functions of consciousness: Conceptual clarification[J]. Neuroscience of Consciousness, 2022, 2022(1): niac006. doi: 10.1093/nc/niac006.
[15]	PEEBLES G. Phenomenology and the unity of consciousness[J]. Synthese, 2021, 199(3/4): 5455–5477. doi: 10.1007/s11229-021-03031-9.
[16]	SIGNORELLI C M and MELING D. Towards new concepts for a biological neuroscience of consciousness[J]. Cognitive Neurodynamics, 2021, 15(5): 783–804. doi: 10.1007/s11571-020-09658-7.
[17]	MONTEMAYOR C. Types of consciousness: The diversity problem[J]. Frontiers in Systems Neuroscience, 2021, 15: 747797. doi: 10.3389/fnsys.2021.747797.
[18]	SCHURGER A and GRAZIANO M. Consciousness explained or described?[J]. Neuroscience of Consciousness, 2022, 2022(1): niac001. doi: 10.1093/nc/niac001.
[19]	RUAN Zenan. The fundamental challenge of a future theory of consciousness[J]. Frontiers in Psychology, 2023, 13: 1029105. doi: 10.3389/fpsyg.2022.1029105.
[20]	GRAZIANO M S A. A conceptual framework for consciousness[J]. Proceedings of the National Academy of Sciences of the United States of America, 2022, 119(18): e2116933119. doi: 10.1073/pnas.2116933119.
[21]	JOHNSTONE C and ALEGAONKAR P S. Understanding physical processes in describing a state of consciousness: A review[EB/OL]. https://arxiv.org/abs/2301.09576, 2023.
[22]	撒穆尔·伊诺克·斯通普夫, 詹姆斯·菲泽, 匡宏, 邓晓芒, 译. 西方哲学史: 从苏格拉底到萨特及其后[M]. 北京: 世界图书出版公司, 2009. STUMPF S E, FIESER J, KUANG Hong, DENG Xiaomang. translation. A History of Philosophy: Socrates to Sartre and beyond[M]. Beijing: World Book Inc. , 2009.
[23]	马修·科布, 张今, 译. 大脑传[M]. 北京: 中信出版集团, 2022. COBB M, ZHANG Jin. translation. The Idea of the Brain[M]. Beijing: CITIC Press, 2022.
[24]	车文博. 西方心理学史[M]. 杭州: 浙江教育出版社, 1998. CHE Wenbo. A History of Western Psychology[M]. Hangzhou: Zhejiang Education Publishing House, 1998.
[25]	梯利, 伍德, 葛力, 译. 西方哲学史[M]. 北京: 商务印书馆, 2015. THILLY F, GE Li. translation. A History of Philosophy[M]. Beijing: The Commercial Press, 2015.
[26]	小西奥多·希克, 刘易斯·沃克, 柴伟佳, 龚皓, 译. 做哲学: 88个思想实验中的哲学导论[M]. 北京: 北京联合出版公司, 2018. SCHICK JR T, VAUGHN L, CHAI Weijia, GONG Hao. translation. Doing Philosophy: An Introduction Through Thought Experiments[M]. Beijing: Beijing United Publishing Co. , Ltd. , 2018.
[27]	迈克尔·加扎尼加, 罗路, 译. 意识本能[M]. 杭州: 浙江教育出版社, 2022. GAZZANIGA M, LUO Lu. translation. The Consciousness Instinct[M]. Hangzhou: Zhejiang Education Publishing House, 2022.
[28]	The Metaphysics Research Lab. Panpsychism[EB/OL]. https://plato.stanford.edu/entries/panpsychism/, 2022.
[29]	威廉·冯特, 李维, 译. 人类与动物心理学讲义[M]. 北京: 北京大学出版社, 2013. WUNDT W, LI Wei. translation. Lectures on Human and Animal Psychology[M]. Beijing: Peking University Press, 2013.
[30]	詹姆斯, 唐钺译. 心理学原理[M]. 北京: 北京大学出版社, 2013. JAMES W, TANG Yue. translation. The Principles of Psychology[M]. Beijing: Peking University Press, 2013.
[31]	埃里克·坎德尔, 喻柏雅, 译. 追寻记忆的痕迹: 新心智科学的开创历程[M]. 北京: 中国友谊出版公司, 2019. KANDEL E R, YU Baiya. translation. In Search of Memory: The Emergence of A New Science of Mind[M]. Beijing: China Friendship Publishing Company, 2019.
[32]	C. 麦金, 吴杨义, 译. 意识问题[M]. 北京: 商务印书馆, 2015. MCGINN C, WU Yangyi. translation. Problem of Consciousness[M]. Beijing: The Commercial Press, 2015.
[33]	罗素, 贾可春, 译. 哲学问题[M]. 北京: 商务印书馆, 2019. RUSSELL B, JIA Kechun. translation. The Problems of Philosophy[M]. Beijing: The Commercial Press, 2019.
[34]	吉尔伯特·赖尔, 徐大建, 译. 心的概念[M]. 北京: 商务印书馆, 1992. RYLE G, XU Dajian. translation. The Concept of Mind[M]. Beijing: The Commercial Press, 1992.
[35]	约翰·B. 华生, 潘威, 郭本禹, 译. 行为主义[M]. 北京: 商务印书馆, 2019. WATSON J B, PAN Wei, GUO Benyu. translation. Behaviorism[M]. Beijing: The Commercial Press, 2019.
[36]	史蒂芬·平克, 欧阳明亮, 译. 语言本能: 人类语言进化的奥秘[M]. 杭州: 浙江人民出版社, 2015. PINKER S, OUYANG Mingliang. translation. The Language Instinct: How the Mind Creates Language[M]. Hangzhou: Zhejiang People's Publishing House, 2015.
[37]	GOLDSTEIN E B, 张明, 译. 认知心理学: 心智、研究与生活[M]. 北京: 中国轻工业出版社, 2020. GOLDSTEIN E B, ZHANG Ming. translation. Cognitive Psychology: Connecting Mind, Research, and Everyday Experience[M]. Beijing: China Light Industry Press, 2020.
[38]	刘晓力. 认知科学对当代哲学的挑战[M]. 北京: 科学出版社, 2020. LIU Xiaoli. The Challenge of Cognitive Science to Contemporary Philosophy[M]. Beijing: Science Press, 2020.
[39]	安东尼奥·达马西奥, 孙强, 译. 感受与认知: 让意识照亮心智[M]. 上海: 上海科技教育出版社, 2022. DAMASIO A, SUN Qiang. translation. Feeling & Knowing: Making Minds Conscious[M]. Shanghai: Shanghai Science and Technology Education Press, 2022.
[40]	NAGEL T. What is it like to be a bat?[J]. The Philosophical Review, 1974, 83(4): 435–450. doi: 10.2307/2183914.
[41]	DENNETT D C. Welcome to strong illusionism[J]. Journal of Consciousness Study, 2019, 26(9/10): 48–58.
[42]	弗朗西斯·克里克, 汪云九, 齐翔林, 吴新年, 等译. 惊人的假说[M]. 长沙: 湖南科学技术出版社, 1998. CRICK F, WANG Yunjiu, QI Xianglin, WU Xinnian, et al. translation. The Astonishing Hypothesis[M]. Changsha: Hunan Science and Technology Press, 1998.
[43]	CRICK F and KOCH C. Toward a neurobiological theory of consciousness[J]. Seminars in the Neurosciences, 1990, 2: 263–275.
[44]	克里斯托夫·科赫, 顾凡及, 侯晓迪, 译. 意识探秘[M]. 上海: 上海科学技术出版社, 2012. KOCH C, GU Fanji, HOU Xiaodi. translation. Quest for Consciousness[M]. Shanghai: Shanghai Scientific & Technical Publishers, 2012.
[45]	SCHLOSSMACHER I, DELLERT T, BRUCHMANN M, et al. Dissociating neural correlates of consciousness and task relevance during auditory processing[J]. NeuroImage, 2021, 228: 117712. doi: 10.1016/j.neuroimage.2020.117712.
[46]	DEMBSKI C, KOCH C, and PITTS M. Perceptual awareness negativity: A physiological correlate of sensory consciousness[J]. Trends in Cognitive Sciences, 2021, 25(8): 660–670. doi: 10.1016/j.tics.2021.05.009.
[47]	FRIEDMAN G, TURK K W, and BUDSON A E. The current of consciousness: Neural correlates and clinical aspects[J]. Current Neurology and Neuroscience Reports, 2023, 23(7): 345–352. doi: 10.1007/s11910-023-01276-0.
[48]	MARTIN S. Why using “consciousness” in psychotherapy? Insight, metacognition and self-consciousness[J]. New Ideas in Psychology, 2023, 70: 101015. doi: 10.1016/j.newideapsych.2023.101015.
[49]	SATTIN D, MAGNANI F G, BARTESAGHI L, et al. Theoretical models of consciousness: A scoping review[J]. Brain Sciences, 2021, 11(5): 535. doi: 10.3390/brainsci 11050535.
[50]	SETH A K and BAYNE T. Theories of consciousness[J]. Nature Reviews Neuroscience, 2022, 23(7): 439–452. doi: 10.1038/s41583-022-00587-4.
[51]	BAARS B J. A Cognitive Theory of Consciousness[M]. Cambridge: Cambridge University Press, 1988.
[52]	TONONI G, BOLY M, MASSIMINI M, et al. Integrated information theory: From consciousness to its physical substrate[J]. Nature Reviews Neuroscience, 2016, 17(7): 450–461. doi: 10.1038/nrn.2016.44.
[53]	BROWN R, LAU H, and LEDOUX J E. Understanding the higher-order approach to consciousness[J]. Trends in Cognitive Sciences, 2019, 23(9): 754–768. doi: 10.1016/j.tics.2019.06.009.
[54]	CLARK A. Whatever next? Predictive brains, situated agents, and the future of cognitive science[J]. Behavioral and Brain Sciences, 2013, 36(3): 181–204. doi: 10.1017/S0140525X12000477.
[55]	GRAZIANO M S A. The attention schema theory: A foundation for engineering artificial consciousness[J]. Frontiers in Robotics and AI, 2017, 4: 60. doi: 10.3389/frobt.2017.00060.
[56]	HAMEROFF S. ‘Orch OR’ is the most complete, and most easily falsifiable theory of consciousness[J]. Cognitive Neuroscience, 2021, 12(2): 74–76. doi: 10.1080/17588928.2020.1839037.
[57]	COOKE J E. The living mirror theory of consciousness[J]. Journal of Consciousness Studies, 2020, 27(9/10): 127–147.
[58]	BRONFMAN Z Z, GINSBURG S, and JABLONKA E. The transition to minimal consciousness through the evolution of associative learning[J]. Frontiers in Psychology, 2016, 7: 1954. doi: 10.3389/fpsyg.2016.01954.
[59]	AFRASIABI M, REDINBAUGH M J, PHILLIPS J M, et al. Consciousness depends on integration between parietal cortex, striatum, and thalamus[J]. Cell Systems, 2021, 12(4): 363–373. e11. doi: 10.1016/j.cels.2021.02.003.
[60]	SIGNORELLI C M, WANG Quanlong, and COECKE B. Reasoning about conscious experience with axiomatic and graphical mathematics[J]. Consciousness and Cognition, 2021, 95: 103168. doi: 10.1016/j.concog.2021.103168.
[61]	BRIDEWELL W and ISAAC A M C. Apophatic science: How computational modeling can explain consciousness[J]. Neuroscience of Consciousness, 2021, 2021(1): niab010. doi: 10.1093/nc/niab010.
[62]	DRESP-LANGLEY B. Consciousness beyond neural fields: Expanding the possibilities of what has not yet happened[J]. Frontiers in Psychology, 2022, 12: 762349. doi: 10.3389/fpsyg.2021.762349.
[63]	KOCULAK M and WIERZCHOŃ M. Consciousness science needs some rest: How to use resting-state paradigm to improve theories and measures of consciousness[J]. Frontiers in Neuroscience, 2022, 16: 836758. doi: 10.3389/fnins.2022.836758.
[64]	ARKHIPOV A. Non-separability of physical systems as a foundation of consciousness[J]. Entropy, 2022, 24(11): 1539. doi: 10.3390/e24111539.
[65]	KOCULAK M and WIERZCHOŃ M. How much consciousness is there in complexity?[J]. Frontiers in Psychology, 2022, 13: 983315. doi: 10.3389/fpsyg.2022.983315.
[66]	BUDSON A E, RICHMAN K A, and KENSINGER E A. Consciousness as a memory system[J]. Cognitive and Behavioral Neurology, 2022, 35(4): 263–297. doi: 10.1097/WNN.0000000000000319.
[67]	TORDAY J S. Consciousness, embodied quantum entanglement[J]. Progress in Biophysics and Molecular Biology, 2023, 177: 125–128. doi: 10.1016/j.pbiomolbio.2022.11.002.
[68]	FEDOTOV S A and BAIDYUK E V. Communication as the origin of consciousness[J]. Integrative Psychological and Behavioral Science, 2023, 57(1): 20–42. doi: 10.1007/s12124-022-09686-4.
[69]	BACHMANN T and ARU J. Conscious interpretation: A distinct aspect for the neural markers of the contents of consciousness[J]. Consciousness and Cognition, 2023, 108: 103471. doi: 10.1016/j.concog.2023.103471.
[70]	李玉鑑. 揭开意识的奥秘——兼谈认知相对论纲领[M]. 李喜先. 21世纪100个交叉科学难题. 北京: 科学出版社, 2005. LI Yujian. Reveal the secrets of consciousness – also on theory of cognitive relativity[M]. LI Xixian. 100 Interdisciplinary Science Puzzles of the 21st Century. Beijing: Science Press, 2005.
[71]	沈常宇, 金尚忠. 光学原理[M]. 2版. 北京: 清华大学出版社, 2017. SHEN Changyu and JIN Shangzhong. Principles of Optics[M]. 2nd ed. Beijing: Tsinghua University Press, 2017.
[72]	傅祖芸, 赵建中. 信息论与编码[M]. 2版. 北京: 电子工业出版社, 2014. FU Zuyun and ZHAO Jianzhong. Information Theory and Coding[M]. 2nd ed. Beijing: Publishing House of Electronics Industry, 2014.
[73]	MELLONI L, MUDRIK L, PITTS M, et al. Making the hard problem of consciousness easier[J]. Science, 2021, 372(6545): 911–912. doi: 10.1126/science.abj3259.
[74]	王姝彦. 自然主义视域下的意向性问题研究[M]. 北京: 科学出版社, 2018. WANG Shuyan. A Study on Intentionality Issues from the Perspective of Naturalism[M]. Beijing: Science Press, 2018.
[75]	梅尔文·古德尔, 大卫·米尔纳, 李恒威, 龚书, 译. 看不见的视力: 对有意识和无意识视觉的探索[M]. 杭州: 浙江大学出版社, 2017. GOODALE M A, MILNER D, LI Hengwei, GONG Shu. translation. Sight Unseen: An Exploration of Conscious and Unconscious Vision[M]. Hangzhou: Zhejiang University Press, 2017.
[76]	韩水法. 康德物自身学说研究[M]. 北京: 商务印书馆, 2007. HAN Shuifa. A Study on Kant's Theory of Things in Themselves[M]. Beijing: The Commercial Press, 2007.
[77]	G. 布扎基, 尚春峰, 李叶菲, 李晟豪, 译. 从内向外解析大脑[M]. 北京: 科学出版社, 2022. BUZSÁKI G, SHANG Chunfeng, LI Yefei, LI Shenghao. translation. The Brain from Inside Out[M]. Beijing: Science Press, 2022.
[78]	LYU Dian, STIEGER J R, XIN C, et al. Causal evidence for the processing of bodily self in the anterior precuneus[J]. Neuron, 2023, 111(16): 2502–2512. e4. doi: 10.1016/j. neuron.2023.05.013.
[79]	HUNTER P. The emergence of consciousness[J]. EMBO Reports, 2021, 22(7): e53199. doi: 10.15252/embr.202153199.
[80]	OVERGAARD M. Insect consciousness[J]. Frontiers in Behavioral Neuroscience, 2021, 15: 653041. doi: 10.3389/fnbeh.2021.653041.
[81]	DUNG L. Does illusionism imply skepticism of animal consciousness?[J]. Synthese, 2022, 200(3): 238. doi: 10.1007/s11229-022-03710-1.
[82]	CARLS-DIAMANTE S. Where is it like to be an octopus?[J]. Frontiers in Systems Neuroscience, 2022, 16: 840022. doi: 10.3389/fnsys.2022.840022.
[83]	FRIEDMAN D A and SØVIK E. The ant colony as a test for scientific theories of consciousness[J]. Synthese, 2021, 198(2): 1457–1480. doi: 10.1007/s11229-019-02130-y.
[84]	DUNG L. Assessing tests of animal consciousness[J]. Consciousness and Cognition, 2022, 105: 103410. doi: 10.1016/j.concog.2022.103410.
[85]	HUNT T, ERICSON M, and SCHOOLER J. Where’s my consciousness-ometer? How to test for the presence and complexity of consciousness[J]. Perspectives on Psychological Science, 2022, 17(4): 1150–1165. doi: 10.1177/17456916211029942.
[86]	SMITH D H and SCHILLACI G. Why build a robot with artificial consciousness? How to begin? A cross-disciplinary dialogue on the design and implementation of a synthetic model of consciousness[J]. Frontiers in Psychology, 2021, 12: 530560. doi: 10.3389/fpsyg.2021.530560.
[87]	SINGH S, CHAUDHARY D, GUPTA A D, et al. Artificial intelligence, cognitive robotics and nature of consciousness[C]. The 3rd International Conference on Intelligent Engineering and Management, London, United Kingdom, 2022: 447–454. doi: 10.1109/ICIEM54221.2022.9853081.
[88]	ZHAO Minghao, ZHANG Tianchi, and ZHANG Jing. Consciousness neural network for path tracking control of floating objects at sea[C]. International Conference on Machine Learning, Cloud Computing and Intelligent Mining, Xiamen, China, 2022: 391–397. doi: 10.1109/MLCCIM55934.2022.00073.
[89]	李夏冰. 意识问题的模型化研究进路——对当代意识模型的哲学考察[D]. [博士论文], 山西大学, 2021. doi: 10.27284/d.cnki.gsxiu.2021.002177. LI Xiabing. The modeling path of the problem of consciousness: A philosophical investigation of contemporary models of consciousness[D]. [Ph. D. dissertation], Shanxi University, 2021. doi: 10.27284/d.cnki.gsxiu.2021.002177.
[90]	KOCH C. What is consciousness?[J]. Nature, 2018, 557(7704): S8–S12. doi: 10.1038/d41586-018-05097-x.
[91]	谢平. 探索大脑的终极秘密: 学习、记忆、梦和意识[M]. 北京: 科学出版社, 2018. XIE Ping. Exploring Brain’s Ultimate Mysteries: Learning, Memory, Dreams and Consciousness[M]. Beijing: Science Press, 2018.
[92]	DAN Yang and POO M M. Hebbian depression of isolated neuromuscular synapses in vitro[J]. Science, 1992, 256(5063): 1570–1573. doi: 10.1126/science.1317971.
[93]	LI Yujian. Can machines think in radio language?[C]. The Third International Conference on Intelligence Science II, Beijing, China, 2018: 230–234. doi: 10.1007/978-3-030-01313-4_24.
[94]	秦瑞琳, 周昌乐, 晁飞. 机器意识研究综述[J]. 自动化学报, 2021, 47(1): 18–34. doi: 10.16383/j.aas.c200043. QIN Ruilin, ZHOU Changle, and CHAO Fei. A survey on machine consciousness[J]. Acta Automatica Sinica, 2021, 47(1): 18–34. doi: 10.16383/j.aas.c200043.
[95]	周昌乐. 机器意识: 人工智能的终极挑战[M]. 北京: 机械工业出版社, 2021. ZHOU Changle. Machine Consciousness: The Ultimate Challenge to Artificial Intelligence[M]. Beijing: China Machine Press, 2021.
[96]	RADOVAN M. Computation and understanding[M]. GAMS M, PAPRZYCKI M, WU X. Mind Versus Computer: Were Dreyfus and Winograd Right? Amsterdam: IOS Press, 1997: 211–223.
[97]	CAPLAIN G. Is consciousness a computational property?[J]. Informatica, 1995, 19: 615–619.
[98]	HAMEROFF S and PENROSE R. Orchestrated reduction of quantum coherence in brain microtubules: A model for consciousness[J]. Mathematics and Computers in Simulation, 1996, 40(3/4): 453–480. doi: 10.1016/0378-4754(96)80476-9.
[99]	The Metaphysics Research Lab. The computational theory of mind[EB/OL]. https://plato.stanford.edu/entries/computational-mind/, 2020.
[100]	BLUM L and BLUM M. A theory of consciousness from a theoretical computer science perspective: Insights from the conscious Turing machine[J]. Proceedings of the National Academy of Sciences of the United States of America, 2022, 119(21): e2115934119. doi: 10.1073/pnas.2115934119.
[101]	肖琳芬. 蒲慕明院士: 脑科学与类脑智能[J]. 高科技与产业化, 2021, 27(10): 20–23. XIAO Linfen. Academician Mu Ming Pu: Brain science and brain-like intelligence[J]. High-Technology & Commercialization, 2021, 27(10): 20–23.
[102]	鲍艳伟, 任福继. 人脑信息处理和类脑智能研究进展[J]. 科技导报, 2023, 41(9): 6–16. doi: 10.3981/j.issn.1000-7857.2023.09.001. BAO Yanwei and REN Fuji. Advances and prospects of human brain information processing and brain-like intelligence[J]. Science & Technology Review, 2023, 41(9): 6–16. doi: 10.3981/j.issn.1000-7857.2023.09.001.
[103]	曾毅, 张倩, 赵菲菲, 等. 从认知脑的计算模拟到类脑人工智能[J]. 人工智能, 2022(6): 28–40. doi: 10.16453/j.2096-5036.2022.06.003. ZENG Yi, ZHANG Qian, ZHAO Feifei, et al. From computational simulation of cognitive brain to brain-like artificial intelligence[J]. Artificial Intelligence View, 2022(6): 28–40. doi: 10.16453/j.2096-5036.2022.06.003.
[104]	张学博, 袁天蔚, 张丽雯, 等. 2022年脑科学与类脑智能发展态势[J]. 生命科学, 2023, 35(1): 9–17. doi: 10.13376/j.cbls/2023003. ZHANG Xuebo, YUAN Tianwei, ZHANG Liwen, et al. Progress on brain science and brain-inspired intelligence in 2022[J]. Chinese Bulletin of Life Sciences, 2023, 35(1): 9–17. doi: 10.13376/j.cbls/2023003.
[105]	百度百科. 自我意识[EB/OL]. https: //baike. baidu. com/item/自我意识/1800719?fr=ge_ala, 2023. Baidu Baike. Self-consciousness[EB/OL]. https://baike.baidu.com/item/自我意识/1800719?fr=ge_ala, 2023.
[106]	杜文悦. 学龄前儿童身体自我意识发展的研究[D]. [硕士论文], 南昌大学, 2022. doi: 10.27232/d.cnki.gnchu.2022.004384. DU Wenyue. Study on the development of bodily self-consciousness in preschool children[D]. [Master dissertation], Nanchang University, 2022. doi: 10.27232/d.cnki.gnchu.2022.004384.
[107]	任艳玲, 蔡婧, 马岭, 等. ADHD儿童自我意识水平及其影响因素研究[J]. 中国现代医生, 2023, 61(8): 31–34,38. doi: 10.3969/j.issn.1673-9701.2023.08.007. REN Yanling, CAI Jing, MA Ling, et al. Self-concept and its influencing factors in children with attention deficit hyperactivity disorder[J]. China Modern Doctor, 2023, 61(8): 31–34,38. doi: 10.3969/j.issn.1673-9701.2023.08.007.
[108]	曾毅. 自我意识理论对精神分析的启示[J]. 心理月刊, 2023, 18(5): 189–190, 213. doi: 10.19738/j.cnki.psy.2023.05.059. ZENG Yi. The enlightenment of self-consciousness theory on psychoanalysis[J]. Psychological Monthly, 2023, 18(5): 189–190, 213. doi: 10.19738/j.cnki.psy.2023.05.059.
[109]	PICARD R W. Affective Computing[M]. Cambridge: MIT Press, 1997.
[110]	DEHAENE S, LAU H, and KOUIDER S. What is consciousness, and could machines have it?[J]. Science, 2017, 358(6362): 486–492. doi: 10.1126/science.aan8871.
[111]	阿卡普拉沃·包米克, 王兆天, 李晔卓, 译. 机器意识: 人工智能如何为机器人装上大脑[M]. 北京: 机械工业出版社, 2021. BHAUMIK A, WANG Zhaotian, LI Yezhuo. translation. From AI to Robotics: Mobile, Social, and Sentient Robots[M]. Beijing: China Machine Press, 2021.
[112]	FLEMING S, FRITH C D, GOODALE M, et al. The integrated information theory of consciousness as pseudoscience[EB/OL]. https://psyarxiv.com/zsr78, 2023.
[113]	Ambitious theories of consciousness are not "scientific misinformation"[EB/OL]. https://www.theintrinsicperspective.com/p/ambitious-theories-of-consciousness, 2023.