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| public:tasktheorymain [2019/04/05 13:19] – [TASK THEORY - MAIN PAGE] thorisson | public:tasktheorymain [2024/04/29 13:33] (current) – external edit 127.0.0.1 |
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| | ===LINKS=== |
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| | * [[internal:tasktheorymain:tasktheory2019|Task Theory 2019]] |
| | * [[http://cadia.ru.is/wiki/causal_reasoning_19:main|Reasoning in NARS]] - Sindri Páll |
| | * [[internal:tasktheorymain:wavesworld2019|WavesWorld Progress 2019]] |
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| | ====PROJECT DESCRIPTION==== |
| The evaluation of intelligent systems is a complex task, due to (among other things) the fact that they adapt and change over time, and operate in environments that do the same. When a system has *general* intelligence the task gets even harder. What is needed is a better theoretical basis for both learning/adaptation and task construction/decomposition. | The evaluation of intelligent systems is a complex task, due to (among other things) the fact that they adapt and change over time, and operate in environments that do the same. When a system has *general* intelligence the task gets even harder. What is needed is a better theoretical basis for both learning/adaptation and task construction/decomposition. |
| Task Theory focuses on the latter - hopfully easier - part of the challenge: creating a mathematical framework around task-environments, grounded in physics, that can be (ultimately) used to predict and explain the difference and similarities between task-environments in physical terms. | Task Theory focuses on the latter - hopfully easier - part of the challenge: creating a mathematical framework around task-environments, grounded in physics, that can be (ultimately) used to predict and explain the difference and similarities between task-environments in physical terms. |
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| 1. [[internal:tasktheorymain:tasktheory2019|Task Theory 2019]] | |
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| - A New AI Evaluation Cosmos: Ready to Play the Game? by J. Hernandez-Orallo et al. | * A New AI Evaluation Cosmos: Ready to Play the Game? by J. Hernandez-Orallo et al. |
| - This paper gives you a good idea of how most researchers are currently addressing evaluation of AI systems. | * This paper gives you a good idea of how most researchers are currently addressing evaluation of AI systems. https://www.aaai.org/ojs/index.php/aimagazine/article/view/2748/2650 |
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| - Evaluation of General-Purpose Artificial Intelligence: Why, What & How by J. Bieger et al. | |
| - This paper provides a good overview of our approach to what we call Task Theory - an attempt at creating a more detailed framework that is not only practical but takes some steps in the direction of a theory of physical work. | * Evaluation of General-Purpose Artificial Intelligence: Why, What & How by J. Bieger et al. |
| | *- This paper provides a good overview of our approach to what we call Task Theory - an attempt at creating a more detailed framework that is not only practical but takes some steps in the direction of a theory of physical work. http://alumni.media.mit.edu/~kris/ftp/EGPAI_2016_paper_9.pdf |
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| - Towards Flexible Task-Environments For Comprehensive Evaluation of Artificial Intelligent Systems & Automatic Leaners by K. R. Thórisson et al. | * Towards Flexible Task-Environments For Comprehensive Evaluation of Artificial Intelligent Systems & Automatic Leaners by K. R. Thórisson et al. |
| - Lists the many desired features of a flexible task environment framwork that can be used to evaluate intelligent systems. | * Lists the many desired features of a flexible task environment framwork that can be used to evaluate intelligent systems. http://alumni.media.mit.edu/~kris/ftp/AGIEvaluationFlexibleFramework-ThorissonEtAl2015.pdf |
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| - Why Artificial Intelligence Needs a Task Theory — And What It Might Look Like by K. R. Thórisson et al. | * Why Artificial Intelligence Needs a Task Theory — And What It Might Look Like by K. R. Thórisson et al. |
| - Some initial ideas for a mathematical framework. | * Some initial ideas for a mathematical framework. http://alumni.media.mit.edu/~kris/ftp/AGI16_task_theory.pdf |
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| - FraMoTEC: Modular Task-Environment Construction Framework for Evaluating Adaptive Control Systems by Thorarensen et al. | * FraMoTEC: Modular Task-Environment Construction Framework for Evaluating Adaptive Control Systems by Thorarensen et al. |
| - First framework that attempted to do an actual implementation addressing the aim of Task Theory. | * First framework that attempted to do an actual implementation addressing the aim of Task Theory. http://alumni.media.mit.edu/~kris/ftp/EGPAI_2016_paper_8.pdf |
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| Papers that might give us some more ideas for how to think about this: | Papers that might give us some more ideas for how to think about this: |
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| - Theory of Hybrid Automata by T. A. Henzinger. HYBRID SYSTEMS: GENERALIZED SOLUTIONS AND ROBUST STABILITY by R. Goebel et al. | * Theory of Hybrid Automata by T. A. Henzinger. |
| | * http://pub.ist.ac.at/~tah/Publications/the_theory_of_hybrid_automata.pdf |
| | * HYBRID SYSTEMS: GENERALIZED SOLUTIONS AND ROBUST STABILITY by R. Goebel et al. |
| | * http://webpages.math.luc.edu/~rgoebel1/publications/conferences/GoebelHespanhaTeelCaiSanfelice04NOLCOS.pdf |
