Symbol Emergence in Cognitive Developmental Systems: a Survey
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Abstract (arXiv)
Humans use signs, e.g., sentences in a spoken language, for communication and thought. Hence, symbol systems like language are crucial for our communication with other agents and adaptation to our real-world environment. The symbol systems we use in our human society adaptively and dynamically change over time. In the context of artificial intelligence (AI) and cognitive systems, the symbol grounding problem has been regarded as one of the central problems related to it symbols. However, the symbol grounding problem was originally posed to connect symbolic AI and sensorimotor information and did not consider many interdisciplinary phenomena in human communication and dynamic symbol systems in our society, which semiotics considered. In this paper, we focus on the symbol emergence problem, addressing not only cognitive dynamics but also the dynamics of symbol systems in society, rather than the symbol grounding problem. We first introduce the notion of a symbol in semiotics from the humanities, to leave the very narrow idea of symbols in symbolic AI. Furthermore, over the years, it became more and more clear that symbol emergence has to be regarded as a multifaceted problem. Therefore, secondly, we review the history of the symbol emergence problem in different fields, including both biological and artificial systems, showing their mutual relations. We summarize the discussion and provide an integrative viewpoint and comprehensive overview of symbol emergence in cognitive systems. Additionally, we describe the challenges facing the creation of cognitive systems that can be part of symbol emergence systems.
Key facts. Cited by 39 papers in the map (data through 7 Oct 2026). First posted on arXiv 26 Jan 2018.
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Citing papers per year: 2021: 12; 2022: 5; 2023: 13; 2024: 3; 2025: 5; 2026: 1.
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- 2021From Machine Learning to Robotics: Challenges and Opportunities for Embodied Intelligencecited by 35
- 2023World Models and Predictive Coding for Cognitive and Developmental Robotics: Frontiers and Challengescited by 35
- 2021Symbolic Behaviour in Artificial Intelligencecited by 24
- 2022Emergent Communication through Metropolis-Hastings Naming Game with Deep Generative Modelscited by 16
- 2024Generative Emergent Communication: Large Language Model is a Collective World Modelcited by 15
- 2021Multiagent Multimodal Categorization for Symbol Emergence: Emergent Communication via Interpersonal Cross-modal Inferencecited by 10
- 2021Symbol Emergence and The Solutions to Any Taskcited by 9
- 2021Philosophical Specification of Empathetic Ethical Artificial Intelligencecited by 8
- 2023Recursive Metropolis-Hastings Naming Game: Symbol Emergence in a Multi-agent System based on Probabilistic Generative Modelscited by 8
- 2021Compression, The Fermi Paradox and Artificial Super-Intelligencecited by 7
- 2022Computable Artificial General Intelligencecited by 6
- 2023Goal Space Abstraction in Hierarchical Reinforcement Learning via Set-Based Reachability Analysiscited by 6
27 more
- 2026Cognitive Mismatch in Multimodal Large Language Models for Discrete Symbol Understandingcited by 6
- 2021Hippocampal formation-inspired probabilistic generative modelcited by 5
- 2023Metropolis-Hastings algorithm in joint-attention naming game: Experimental semiotics studycited by 5
- 2024Constructive Approach to Bidirectional Influence between Qualia Structure and Language Emergencecited by 5
- 2021A Whole Brain Probabilistic Generative Model: Toward Realizing Cognitive Architectures for Developmental Robotscited by 4
- 2021The Artificial Scientist: Logicist, Emergentist, and Universalist Approaches to Artificial General Intelligencecited by 3
- 2023Discovering Predictive Relational Object Symbols with Symbolic Attentive Layerscited by 3
- 2021Intensional Artificial Intelligence: From Symbol Emergence to Explainable and Empathetic AIcited by 2
- 2021High-level Features for Resource Economy and Fast Learning in Skill Transfercited by 2
- 2022Active Exploration based on Information Gain by Particle Filter for Efficient Spatial Concept Formationcited by 2
- 2023Models of symbol emergence in communication: a conceptual review and a guide for avoiding local minimacited by 2
- 2023Emergence of Symbols in Neural Networks for Semantic Understanding and Communicationcited by 2
- 2023Learning Type-Generalized Actions for Symbolic Planningcited by 2
- 2023Multi-Object Graph Affordance Network: Goal-Oriented Planning through Learned Compound Object Affordancescited by 2
- 2025System 0/1/2/3: Quad-process theory for multi-timescale embodied collective cognitive systemscited by 2
- 2021Bootstrapping Concept Formation in Small Neural Networkscited by 1
- 2022Hierarchical Path-planning from Speech Instructions with Spatial Concept-based Topometric Semantic Mappingcited by 1
- 2023Bridging Neural and Symbolic Representations with Transitional Dictionary Learningcited by 1
- 2023From the Pursuit of Universal AGI Architecture to Systematic Approach to Heterogenous AGI: Addressing Alignment, Energy, & AGI Grand Challengescited by 1
- 2024SimSiam Naming Game: A Unified Approach for Emergent Communication and Representation Learningcited by 1
- 2022Kernel Based Cognitive Architecture for Autonomous Agentscited by 0
- 2023Symbol emergence as interpersonal cross-situational learning: the emergence of lexical knowledge with combinatorialitycited by 0
- 2023Goal Space Abstraction in Hierarchical Reinforcement Learning via Reachability Analysiscited by 0
- 2025Co-Creative Learning via Metropolis-Hastings Interaction between Humans and AIcited by 0
- 2025Beyond Individuals: Collective Predictive Coding for Memory, Attention, and the Emergence of Languagecited by 0
- 2025Curiosity-Driven Development of Action and Language in Robots Through Self-Explorationcited by 0
- 2025Can LLMs Translate Human Instructions into a Reinforcement Learning Agent's Internal Emergent Symbolic Representation?cited by 0
- 2026Cognitive Mismatch in Multimodal Large Language Models for Discrete Symbol Understanding19 Mar 2026
- 2025Can LLMs Translate Human Instructions into a Reinforcement Learning Agent's Internal Emergent Symbolic Representation?28 Oct 2025
- 2025Curiosity-Driven Development of Action and Language in Robots Through Self-Exploration6 Oct 2025
- 2025Beyond Individuals: Collective Predictive Coding for Memory, Attention, and the Emergence of Language20 Aug 2025
- 2025Co-Creative Learning via Metropolis-Hastings Interaction between Humans and AI18 Jun 2025
- 2025System 0/1/2/3: Quad-process theory for multi-timescale embodied collective cognitive systems8 Mar 2025
- 2024Generative Emergent Communication: Large Language Model is a Collective World Model31 Dec 2024
- 2024SimSiam Naming Game: A Unified Approach for Emergent Communication and Representation Learning29 Oct 2024
- 2024Constructive Approach to Bidirectional Influence between Qualia Structure and Language Emergence14 Sep 2024
- 2023From the Pursuit of Universal AGI Architecture to Systematic Approach to Heterogenous AGI: Addressing Alignment, Energy, & AGI Grand Challenges23 Oct 2023
- 2023Multi-Object Graph Affordance Network: Goal-Oriented Planning through Learned Compound Object Affordances19 Sep 2023
- 2023Goal Space Abstraction in Hierarchical Reinforcement Learning via Set-Based Reachability Analysis14 Sep 2023
27 more
- 2023Goal Space Abstraction in Hierarchical Reinforcement Learning via Reachability Analysis12 Sep 2023
- 2023Discovering Predictive Relational Object Symbols with Symbolic Attentive Layers2 Sep 2023
- 2023Learning Type-Generalized Actions for Symbolic Planning9 Aug 2023
- 2023Bridging Neural and Symbolic Representations with Transitional Dictionary Learning3 Aug 2023
- 2023Symbol emergence as interpersonal cross-situational learning: the emergence of lexical knowledge with combinatoriality27 Jun 2023
- 2023Metropolis-Hastings algorithm in joint-attention naming game: Experimental semiotics study31 May 2023
- 2023Recursive Metropolis-Hastings Naming Game: Symbol Emergence in a Multi-agent System based on Probabilistic Generative Models31 May 2023
- 2023Emergence of Symbols in Neural Networks for Semantic Understanding and Communication13 Apr 2023
- 2023Models of symbol emergence in communication: a conceptual review and a guide for avoiding local minima8 Mar 2023
- 2023World Models and Predictive Coding for Cognitive and Developmental Robotics: Frontiers and Challenges14 Jan 2023
- 2022Active Exploration based on Information Gain by Particle Filter for Efficient Spatial Concept Formation20 Nov 2022
- 2022Kernel Based Cognitive Architecture for Autonomous Agents2 Jul 2022
- 2022Emergent Communication through Metropolis-Hastings Naming Game with Deep Generative Models24 May 2022
- 2022Computable Artificial General Intelligence21 May 2022
- 2022Hierarchical Path-planning from Speech Instructions with Spatial Concept-based Topometric Semantic Mapping21 Mar 2022
- 2021From Machine Learning to Robotics: Challenges and Opportunities for Embodied Intelligence28 Oct 2021
- 2021Bootstrapping Concept Formation in Small Neural Networks26 Oct 2021
- 2021Compression, The Fermi Paradox and Artificial Super-Intelligence5 Oct 2021
- 2021The Artificial Scientist: Logicist, Emergentist, and Universalist Approaches to Artificial General Intelligence5 Oct 2021
- 2021Multiagent Multimodal Categorization for Symbol Emergence: Emergent Communication via Interpersonal Cross-modal Inference15 Sep 2021
- 2021Symbol Emergence and The Solutions to Any Task3 Sep 2021
- 2021Philosophical Specification of Empathetic Ethical Artificial Intelligence22 Jul 2021
- 2021High-level Features for Resource Economy and Fast Learning in Skill Transfer18 Jun 2021
- 2021Intensional Artificial Intelligence: From Symbol Emergence to Explainable and Empathetic AI23 Apr 2021
- 2021A Whole Brain Probabilistic Generative Model: Toward Realizing Cognitive Architectures for Developmental Robots15 Mar 2021
- 2021Hippocampal formation-inspired probabilistic generative model12 Mar 2021
- 2021Symbolic Behaviour in Artificial Intelligence5 Feb 2021
- 2021From Machine Learning to Robotics: Challenges and Opportunities for Embodied Intelligencecited by 35
- 2021Symbolic Behaviour in Artificial Intelligencecited by 24
- 2022Emergent Communication through Metropolis-Hastings Naming Game with Deep Generative Modelscited by 16
- 2021Multiagent Multimodal Categorization for Symbol Emergence: Emergent Communication via Interpersonal Cross-modal Inferencecited by 10
- 2021Symbol Emergence and The Solutions to Any Taskcited by 9
- 2021Philosophical Specification of Empathetic Ethical Artificial Intelligencecited by 8
- 2023Recursive Metropolis-Hastings Naming Game: Symbol Emergence in a Multi-agent System based on Probabilistic Generative Modelscited by 8
- 2021Compression, The Fermi Paradox and Artificial Super-Intelligencecited by 7
- 2022Computable Artificial General Intelligencecited by 6
- 2023Goal Space Abstraction in Hierarchical Reinforcement Learning via Set-Based Reachability Analysiscited by 6
- 2021Hippocampal formation-inspired probabilistic generative modelcited by 5
- 2023Metropolis-Hastings algorithm in joint-attention naming game: Experimental semiotics studycited by 5
12 most cited of 35 All 35 (JSON)
- 2025Curiosity-Driven Development of Action and Language in Robots Through Self-Exploration6 Oct 2025
- 2025Beyond Individuals: Collective Predictive Coding for Memory, Attention, and the Emergence of Language20 Aug 2025
- 2025Co-Creative Learning via Metropolis-Hastings Interaction between Humans and AI18 Jun 2025
- 2025System 0/1/2/3: Quad-process theory for multi-timescale embodied collective cognitive systems8 Mar 2025
- 2024SimSiam Naming Game: A Unified Approach for Emergent Communication and Representation Learning29 Oct 2024
- 2024Constructive Approach to Bidirectional Influence between Qualia Structure and Language Emergence14 Sep 2024
- 2023From the Pursuit of Universal AGI Architecture to Systematic Approach to Heterogenous AGI: Addressing Alignment, Energy, & AGI Grand Challenges23 Oct 2023
- 2023Multi-Object Graph Affordance Network: Goal-Oriented Planning through Learned Compound Object Affordances19 Sep 2023
- 2023Goal Space Abstraction in Hierarchical Reinforcement Learning via Set-Based Reachability Analysis14 Sep 2023
- 2023Goal Space Abstraction in Hierarchical Reinforcement Learning via Reachability Analysis12 Sep 2023
- 2023Discovering Predictive Relational Object Symbols with Symbolic Attentive Layers2 Sep 2023
- 2023Learning Type-Generalized Actions for Symbolic Planning9 Aug 2023
12 newest of 35 All 35 (JSON)