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| public:t-720-atai:atai-21:readings [2021/08/27 14:50] – [Learning [6 , 7]] thorisson | public:t-720-atai:atai-21:readings [2024/04/29 13:33] (current) – external edit 127.0.0.1 |
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| ===== LEARNING ===== | ===== LEARNING ===== |
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| ====Learning [6 , 7]==== | ====Learning: General Overview [6 , 7]==== |
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| | * [[https://www.cs.ubc.ca/~murphyk/Bayes/pomdp.html|A Brief Intro to Reinforcement Learning]] by Kevin Murphy. |
| * [[https://www.academia.edu/40043621/Cumulative_Learning|Cumulative Learning]] by K.R. Thórisson et al. | * [[https://www.academia.edu/40043621/Cumulative_Learning|Cumulative Learning]] by K.R. Thórisson et al. |
| * [[http://alumni.media.mit.edu/~kris/ftp/AGI16_growing_recursive_self-improvers.pdf|Growing Recursive Self-Improvers]] by B. Steunebrink et al. | * [[http://alumni.media.mit.edu/~kris/ftp/AGI16_growing_recursive_self-improvers.pdf|Growing Recursive Self-Improvers]] by B. Steunebrink et al. |
| * [[http://alumni.media.mit.edu/~kris/ftp/CumulativeLearning-ThorissonEtAl-AGI-2019.pdf|Cumulative Learning]] by K.R. Thórisson et al. | |
| * [[http://cis-linux1.temple.edu/~pwang/Publication/learning.pdf|The Logic of Learning]] by P. Wang. | * [[http://cis-linux1.temple.edu/~pwang/Publication/learning.pdf|The Logic of Learning]] by P. Wang. |
| * [[https://www.aaai.org/ojs/index.php/aimagazine/article/view/498/434|The Emergence of Artificial Intelligence: Learning to Learn]] by P. Bock. | * [[https://www.aaai.org/ojs/index.php/aimagazine/article/view/498/434|The Emergence of Artificial Intelligence: Learning to Learn]] by P. Bock. |
| * [[https://web.stanford.edu/class/psych209/Readings/SuttonBartoIPRLBook2ndEd.pdf|Reinforcement Learning: An Introduction]] by Rich Sutton and Andrew Barto (1998), //First chapter//. This is **"the"** introductory text on RL. | * [[https://web.stanford.edu/class/psych209/Readings/SuttonBartoIPRLBook2ndEd.pdf|Reinforcement Learning: An Introduction]] by Rich Sutton and Andrew Barto (1998), //First chapter//. This is **"the"** introductory text on RL. |
| * //Alternative to Murphy:// [[http://www.gatsby.ucl.ac.uk/~dayan/papers/dw01.pdf|Reinforcement Learning in the Encyclopedia of Cognitive Science]] by P. Dayan and C. Watkins. | * //Alternative to Murphy:// [[http://www.gatsby.ucl.ac.uk/~dayan/papers/dw01.pdf|Reinforcement Learning in the Encyclopedia of Cognitive Science]] by P. Dayan and C. Watkins. |
| * [[https://www.cs.ubc.ca/~murphyk/Bayes/pomdp.html|A Brief Intro to Reinforcement Learning]] by Kevin Murphy. | |
| ==== Self-Programming, Bootstrapping / Seed A(G)I / Seed Programming [ 2,4 ] ==== | ==== Self-Programming, Bootstrapping / Seed A(G)I / Seed Programming [ 2,4 ] ==== |
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| * [[http://alumni.media.mit.edu/~kris/ftp/BoundedSeedAGI_agi14.pdf|Bounded Seed-AGI]] by E. Nivel et al. | * [[http://alumni.media.mit.edu/~kris/ftp/BoundedSeedAGI_agi14.pdf|Bounded Seed-AGI]] by E. Nivel et al. |
| * [[http://arxiv.org/pdf/1502.06512.pdf|From Seed AI to Technological Singularity via Recursively Self-Improving Software]] by R. V. Yampolskiy. | * [[http://arxiv.org/pdf/1502.06512.pdf|From Seed AI to Technological Singularity via Recursively Self-Improving Software]] by R. V. Yampolskiy. |
| * [[https://www.google.com/url?sa=t&rct=j&q=&esrc=s&source=web&cd=47&cad=rja&uact=8&ved=2ahUKEwihyfrQ96PdAhXsLsAKHbNRDh4QFjAuegQISxAC&url=http%3A%2F%2Fwww.rr.cs.cmu.edu%2FCreating%2520a%2520Child%2520Machine.docx&usg=AOvVaw3ZIHWfvIoKnZF1fNf7A_EI|Creating a Child Machine: Reflections on Turing’s Proposal]] by R. Reddy. | * [[http://cadia.ru.is/wiki/_media/creating_a_child_machine_-_raj_reddy.pdf|Creating a Child Machine: Reflections on Turing’s Proposal]] by R. Reddy. |
| * [[https://mainatnips.github.io/mainatnips.github.io/slides/baroni-nursing-turing.pdf|Nursing Turing’s Child Machine: Towards Communication-Based Artificial Intelligence]] by M. Baroni et al. | |
| * [[http://alumni.media.mit.edu/~kris/ftp/agi-09-self-programming-Nivel-Thorisson.pdf|Self-Programming: Operationalizing Autonomy]] by E. Nivel & K.R. Thórisson. | * [[http://alumni.media.mit.edu/~kris/ftp/agi-09-self-programming-Nivel-Thorisson.pdf|Self-Programming: Operationalizing Autonomy]] by E. Nivel & K.R. Thórisson. |
| * [[https://en.wikipedia.org/wiki/Von_Neumann_universal_constructor|Von Neumann Universal Constructor]] on Wikipedia. | * [[https://en.wikipedia.org/wiki/Von_Neumann_universal_constructor|Von Neumann Universal Constructor]] on Wikipedia. |
| * [[http://alumni.media.mit.edu/~kris/ftp/nivel_thorisson_replicode_AGI13.pdf|Towards a Programming Paradigm for Control Systems With High Levels of Existential Autonomy]] by E. Nivel & K.R.Thórisson. | * [[http://alumni.media.mit.edu/~kris/ftp/nivel_thorisson_replicode_AGI13.pdf|Towards a Programming Paradigm for Control Systems With High Levels of Existential Autonomy]] by E. Nivel & K.R.Thórisson. |
| * [[http://www.iiim.is/wp/wp-content/uploads/2011/05/wang-agisp-2011.pdf|Behavioral Self-Programming by Reasoning]] by P. Wang. | * [[http://www.iiim.is/wp/wp-content/uploads/2011/05/wang-agisp-2011.pdf|Behavioral Self-Programming by Reasoning]] by P. Wang. |
| | * [[http://alumni.media.mit.edu/~kris/ftp/CumulativeLearning-ThorissonEtAl-AGI-2019.pdf|Cumulative Learning]] by K.R. Thórisson et al. |
| * [[http://alumni.media.mit.edu/~kris/ftp/AGI16_growing_recursive_self-improvers.pdf|Growing Recursive Self-Improvers]] by B. Steunebrink et al. | * [[http://alumni.media.mit.edu/~kris/ftp/AGI16_growing_recursive_self-improvers.pdf|Growing Recursive Self-Improvers]] by B. Steunebrink et al. |
| * [[http://www.aaai.org/Papers/Symposia/Fall/2007/FS-07-01/FS07-01-025.pdf | Self-awareness in Real-Time Cognitive Control Architectures]] by Sanz, R., López, I. & Hernández, C. | * [[http://www.aaai.org/Papers/Symposia/Fall/2007/FS-07-01/FS07-01-025.pdf | Self-awareness in Real-Time Cognitive Control Architectures]] by Sanz, R., López, I. & Hernández, C. |
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| ===== METHODOLOGY ===== | ===== METHODOLOGY & THEORY ===== |
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| ==== A(G)I Theories [ 2,3 ]=== | ==== A(G)I Theories [ 2,3 ]=== |
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| ==== Models ==== | ==== Models ==== |
| * [[https://pdfs.semanticscholar.org/6071/193acf08170df3226b972dadf0c1f2365ba3.pdf|A Primer For Conant & Ashby's “Good-Regulator Theorem”]] by Daniel L. Scholten. | * {{public:t-720-atai:a_primer_for_conant_and_ashby_s_good-regulator_theorem.pdf|A Primer For Conant & Ashby's “Good-Regulator Theorem”}} by Daniel L. Scholten. |
| * [[http://cleamc11.vub.ac.be/books/Conant_Ashby.pdf|Every Good Regulator of a System Must be a Model of that System]] by Conant & Ashby. | * [[http://cleamc11.vub.ac.be/books/Conant_Ashby.pdf|Every Good Regulator of a System Must be a Model of that System]] by Conant & Ashby. |
| * [[http://alumni.media.mit.edu/~kris/ftp/AGI18__Cumulative_Learning_With_Causal_Relational_Models.pdf|Cumulative Learning With Causal Relational Models]] by Thórisson & Talbot. | * [[http://alumni.media.mit.edu/~kris/ftp/AGI18__Cumulative_Learning_With_Causal_Relational_Models.pdf|Cumulative Learning With Causal Relational Models]] by Thórisson & Talbot. |
| ==== Resource Management: Attention, Self-Control, Integrated Cognitive Control [ 3,5 ] ==== | ==== Resource Management: Attention, Self-Control, Integrated Cognitive Control [ 3,5 ] ==== |
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| * [[http://www.tcts.fpms.ac.be/publications/papers/2007/wcaa2007_mmbgbm.pdf| A three-layer model of selective attention]] by Mancas et al. | |
| * [[http://cogprints.org/5941/1/ASLAB-A-2007-011.pdf|Principles of Integrated Cognitive Control]] by R. Sanz et al. | * [[http://cogprints.org/5941/1/ASLAB-A-2007-011.pdf|Principles of Integrated Cognitive Control]] by R. Sanz et al. |
| * [[http://www.mindmakers.org/boards/18/topics/80|On Attention Mechanisms for AGI Architectures: A Design Proposal]] by Helgason et al.; accompanying video can be found [[https://www.youtube.com/watch?v=-EKO5u86DYM|here]]. | * [[http://alumni.media.mit.edu/~kris/ftp/Helgason-AGI2012-AwardEdition-Final.pdf|On Attention Mechanisms for AGI Architectures: A Design Proposal]] by Helgason et al.; accompanying video can be found [[https://www.youtube.com/watch?v=-EKO5u86DYM|here]]. |
| * [[http://web.mit.edu/torralba/www/josa.pdf| A model of attention that takes global scene factors into account]] by Torralba. | * [[http://web.mit.edu/torralba/www/josa.pdf| A model of attention that takes global scene factors into account]] by Torralba. |
| * [[http://alumni.media.mit.edu/~kris/ftp/nivel_thorisson_replicode_AGI13.pdf| Towards a Programming Paradigm for Control Systems with High Levels of Existential Autonomy]] by E. Nivel et al. | * [[http://alumni.media.mit.edu/~kris/ftp/nivel_thorisson_replicode_AGI13.pdf| Towards a Programming Paradigm for Control Systems with High Levels of Existential Autonomy]] by E. Nivel et al. |
| * [[http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.134.4298&rep=rep1&type=pdf|From NARS to a thinking machine]] by P. Wang | * [[http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.134.4298&rep=rep1&type=pdf|From NARS to a thinking machine]] by P. Wang |
| * [[public:t720-atai-2012:nars|What is NARS]] by K. R. Thórisson | * [[public:t720-atai-2012:nars|What is NARS]] by K. R. Thórisson |
| * [[http://www.cis.temple.edu/~wangp/Writing/NARS-Intro.html| Introduction to NARS]] by P. Wang | * [[https://cis.temple.edu/~pwang/NARS-Intro.html| Introduction to NARS]] by P. Wang |
| * [[http://www.cis.temple.edu/~wangp/Publication/unifiedAI.pdf| NARS intro paper]] by P. Wang | * [[http://www.cis.temple.edu/~wangp/Publication/unifiedAI.pdf| NARS intro paper]] by P. Wang |
| * [[http://www.cis.temple.edu/~wangp/demos.html| NARS demos]] by P. Wang | * [[http://www.cis.temple.edu/~wangp/demos.html| NARS demos]] by P. Wang |
