ADAM: A Prototype of Hierarchical Neuro-Symbolic AGI

被引:1
|
作者
Shumsky, Sergey [1 ]
Baskov, Oleg [1 ]
机构
[1] Moscow Inst Phys & Technol, Dolgoprudnyi 141701, Russia
来源
关键词
Artificial General Intelligence; Hierarchical reinforcement learning; Neuro-symbolic architecture; MODEL;
D O I
10.1007/978-3-031-33469-6_26
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Intelligent agents are characterized primarily by their farsighted expedient behavior. We present a working prototype of an intelligent agent (ADAM) based on a novel hierarchical neuro-symbolic architecture (Deep Control) for deep reinforcement learning with a potentially unlimited planning horizon. The control parameters form a hierarchy of formal languages, where higher-level alphabets contain the semantic meanings of lower-level vocabularies.
引用
收藏
页码:255 / 264
页数:10
相关论文
共 50 条
  • [31] Robust Neuro-Symbolic Goal and Plan Recognition
    Amado, Leonardo
    Pereira, Ramon Fraga
    Meneguzzi, Felipe
    THIRTY-SEVENTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOL 37 NO 10, 2023, : 11937 - 11944
  • [32] Tutorial: Neuro-symbolic AI for Mental Healthcare
    Roy, Kaushik
    Lokala, Usha
    Gaur, Manas
    Sheth, Amit
    SECOND INTERNATIONAL CONFERENCE ON AIML SYSTEMS 2022, 2022,
  • [33] Neuro-symbolic system for business internal control
    Corchado, JM
    Borrajo, ML
    Pellicer, MA
    Yáñez, JC
    ADVANCES IN DATA MINING: APPLICATIONS IN IMAGE MINING, MEDICINE AND BIOTECHNOLOGY, MANAGEMENT AND ENVIRONMENTAL CONTROL, AND TELECOMMUNICATIONS, 2004, 3275 : 1 - 10
  • [34] Neuro-symbolic Learning Yielding Logical Constraints
    Li, Zenan
    Huang, Yunpeng
    Li, Zhaoyu
    Yao, Yuan
    Xu, Jingwei
    Chen, Taolue
    Ma, Xiaoxing
    Lu, Jian
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 36 (NEURIPS 2023), 2023,
  • [35] Neuro-Symbolic Constraint Programming for Structured Prediction
    Dragone, Paolo
    Teso, Stefano
    Passerini, Andrea
    NESY 2021: NEURAL-SYMBOLIC LEARNING AND REASONING, 2021, 2986 : 6 - 14
  • [36] Neuro-symbolic system for forecasting red tides
    Fdez-Riverola, F
    Corchado, JM
    Torres, JM
    ARTIFICIAL INTELLIGENCE AND COGNITIVE SCIENCE, PROCEEDINGS, 2002, 2464 : 45 - 52
  • [37] Neuro-symbolic Artificial Intelligence for Patient Monitoring
    Fenske, Ole
    Bader, Sebastian
    Kirste, Thomas
    MACHINE LEARNING AND PRINCIPLES AND PRACTICE OF KNOWLEDGE DISCOVERY IN DATABASES, ECML PKDD 2023, PT IV, 2025, 2136 : 19 - 25
  • [38] Neuro-symbolic computing with spiking neural networks
    Dold, Dominik
    Soler Garrido, Josep
    Chian, Victor Caceres
    Hildebrandt, Marcel
    Runkler, Thomas
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON NEUROMORPHIC SYSTEMS 2022, ICONS 2022, 2022,
  • [39] Neuro-Symbolic Artificial Intelligence for Safety Engineering
    Carnevali, Laura
    Lippi, Marco
    COMPUTER SAFETY, RELIABILITY, AND SECURITY. SAFECOMP 2024 WORKSHOPS, 2024, 14989 : 438 - 445
  • [40] Semirings for probabilistic and neuro-symbolic logic programming
    Derkinderen, Vincent
    Manhaeve, Robin
    Dos Martires, Pedro Zuidberg
    De Raedt, Luc
    INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2024, 171