Because Strong AI is Dead, Test-Based AI Lives
|
|
- Daniel Fowler
- 5 years ago
- Views:
Transcription
1 Because Strong AI is Dead, Test-Based AI Lives Selmer Bringsjord Dept of Cognitive Science Dept of Computer Science Rensselaer AI & Reasoning (RAIR) Lab Rensselaer Polytechnic Institute (RPI) Troy NY USA
2 The Rensselaer AI & Reasoning (RAIR) Lab
3 RAIR Lab Method
4 RAIR Lab Method Isolate and dissect human ingenuity.
5 RAIR Lab Method Isolate and dissect human ingenuity. Formalize weak correlate to this ingenuity in advanced logical systems.
6 RAIR Lab Method Isolate and dissect human ingenuity. Formalize weak correlate to this ingenuity in advanced logical systems. Implement correlate in working computer programs in accordance with functional/declarative programming paradigm.
7 RAIR Lab Method Isolate and dissect human ingenuity. Formalize weak correlate to this ingenuity in advanced logical systems. Implement correlate in working computer programs in accordance with functional/declarative programming paradigm. Augment correlate as needed with machine-specific power.
8 RAIR Lab Method Isolate and dissect human ingenuity. Formalize weak correlate to this ingenuity in advanced logical systems. Implement correlate in working computer programs in accordance with functional/declarative programming paradigm. Augment correlate as needed with machine-specific power. Empower human by handing over system.
9
10 Computational Artifacts
11
12
13 Enhancing/Leveraging...
14 Strong AI
15 The ultimate goal of AI, which we are very far from achieving, is to build a person, or, more humbly, an animal. Charniak & McDermott 1985
16 Cognitive Carpentry: A Blueprint for How to Build a Person by John Pollock 1995 The ultimate goal of AI, which, courtesy of Oscar, we are very close to achieving, is to build a person. John River Street Café, 2004
17 We are well on the way toward completing Newell s Program... John Anderson BBS 2003
18 Really?
19 x is a person iff x has the capacity...
20 x is a person iff x has the capacity...
21 x is a person iff x has the capacity...
22 x is a person iff x has the capacity... to will, to make choices and decisions, set plans and projects autonomously;
23 x is a person iff x has the capacity... to will, to make choices and decisions, set plans and projects autonomously; for consciousness, for experiencing pain and sorrow and happiness, and a thousand other emotions love, passion, gratitude, and so on;
24 x is a person iff x has the capacity... to will, to make choices and decisions, set plans and projects autonomously; for consciousness, for experiencing pain and sorrow and happiness, and a thousand other emotions love, passion, gratitude, and so on; for self-consciousness, for being aware of his/her states of mind, inclinations, preferences, etc., and for grasping the concept of him/ herself;
25 x is a person iff x has the capacity... to will, to make choices and decisions, set plans and projects autonomously; for consciousness, for experiencing pain and sorrow and happiness, and a thousand other emotions love, passion, gratitude, and so on; for self-consciousness, for being aware of his/her states of mind, inclinations, preferences, etc., and for grasping the concept of him/ herself; to communicate through a language;
26 x is a person iff x has the capacity... to will, to make choices and decisions, set plans and projects autonomously; for consciousness, for experiencing pain and sorrow and happiness, and a thousand other emotions love, passion, gratitude, and so on; for self-consciousness, for being aware of his/her states of mind, inclinations, preferences, etc., and for grasping the concept of him/ herself; to communicate through a language; to know things and believe things, and to believe things about what others believe (and so on);
27 x is a person iff x has the capacity... to will, to make choices and decisions, set plans and projects autonomously; for consciousness, for experiencing pain and sorrow and happiness, and a thousand other emotions love, passion, gratitude, and so on; for self-consciousness, for being aware of his/her states of mind, inclinations, preferences, etc., and for grasping the concept of him/ herself; to communicate through a language; to know things and believe things, and to believe things about what others believe (and so on); to desire not only particular objects and events, but also changes in his or her character;
28 x is a person iff x has the capacity... to will, to make choices and decisions, set plans and projects autonomously; for consciousness, for experiencing pain and sorrow and happiness, and a thousand other emotions love, passion, gratitude, and so on; for self-consciousness, for being aware of his/her states of mind, inclinations, preferences, etc., and for grasping the concept of him/ herself; to communicate through a language; to know things and believe things, and to believe things about what others believe (and so on); to desire not only particular objects and events, but also changes in his or her character; to reason (for example, in the infinitary fashion needed to produce theorems about, say, infinite-time computing machines).
29 x is a person iff x has the capacity... to will, to make choices and decisions, set plans and projects autonomously; for consciousness, for experiencing pain and sorrow and happiness, and a thousand other emotions love, passion, gratitude, and so on; for self-consciousness, for being aware of his/her states of mind, inclinations, preferences, etc., and for grasping the concept of him/ herself; to communicate through a language; to know things and believe things, and to believe things about what others believe (and so on); to desire not only particular objects and events, but also changes in his or her character; to reason (for example, in the infinitary fashion needed to produce theorems about, say, infinite-time computing machines).
30 x is a person iff x has the capacity... to will, to make choices and decisions, set plans and projects autonomously; for consciousness, for experiencing pain and sorrow and happiness, and a thousand other emotions love, passion, gratitude, and so on; unsearchably difficult; ignore p-consciousness for self-consciousness, for being aware of his/her states of mind, inclinations, preferences, etc., and for grasping the concept of him/ herself; to communicate through a language; to know things and believe things, and to believe things about what others believe (and so on); to desire not only particular objects and events, but also changes in his or her character; to reason (for example, in the infinitary fashion needed to produce theorems about, say, infinite-time computing machines).
31 x is a person iff x has the capacity... to will, to make choices and decisions, set plans and projects autonomously; for consciousness, for experiencing pain and sorrow and happiness, and a thousand other emotions love, passion, gratitude, and so on; unsearchably difficult; ignore p-consciousness for self-consciousness, for being aware of his/her states of mind, inclinations, preferences, etc., and for grasping the concept of him/ herself; to communicate through a language; to know things and believe things, and to believe things about what others believe (and so on); to desire not only particular objects and events, but also changes in his or her character; to reason (for example, in the infinitary fashion needed to produce theorems about, say, infinite-time computing machines).
32 x is a person iff x has the capacity... to will, to make choices and decisions, set plans and projects autonomously; for consciousness, for experiencing pain and sorrow and happiness, and a thousand other emotions love, passion, gratitude, and so on; unsearchably difficult; ignore p-consciousness for self-consciousness, for being aware of his/her states of mind, inclinations, preferences, etc., and for grasping the concept of him/ herself; machines still whipped by sharp toddlers to communicate through a language; to know things and believe things, and to believe things about what others believe (and so on); to desire not only particular objects and events, but also changes in his or her character; to reason (for example, in the infinitary fashion needed to produce theorems about, say, infinite-time computing machines).
33 The Mirage of Mechanical Mind (forthcoming)
34 The Mirage of Mechanical Mind (forthcoming)
35 The Mirage of Mechanical Mind (forthcoming)
36 The Mirage of Mechanical Mind (forthcoming) Deep and Ancient Roots of the Myth The Argument from Creativity The Argument from Free Will The Zombie Argument Against SAI The Chinese Room Remodeled The Argument from Infinitary Reasoning The Modalized Gödelian Argument...
37 So AI Sci will always be mired in three anemic, wheel-spinning options...
38
39 trick
40 trick pray
41 trick pray relax smart & test
42 The Trick Approach
43 The Trick Approach
44 The Trick Approach
45 The Trick Approach
46 The Trick Approach
47 The Trick Approach
48 The Trick Approach
49 The Trick Approach
50 The Avowed Trick Approach
51 The Avowed Trick Approach
52 Brutus.1 The Avowed Trick Approach
53 The Avowed Trick Approach Brutus.1 Bringsjord & Ferrucci
54 The Avowed Trick Approach Brutus.1 Bringsjord & Ferrucci
55 Bringsjord & Ferrucci The Avowed Trick Approach
56 The Avowed Trick Approach
57 The Avowed Trick Approach
58 The Avowed Trick Approach E.
59 The Avowed Trick Approach E. Bringsjord, McEvoy, Destefano
60 Golems: The Pray Approach
61 Golems: The Pray Approach
62 Golems: The Pray Approach
63 Golems: The Pray Approach
64 Golems: The Pray Approach
65 Golems: The Pray Approach
66 Golems: The Pray Approach
67 Golems: The Pray Approach
68 Golems: The Pray Approach
69 Golems: The Pray Approach
70 Golems: The Pray Approach
71 Golems: The Pray Approach
72 Golems: The Pray Approach
73 Golems: The Pray Approach
74 Golems: The Pray Approach
75 Golems: The Pray Approach
76 Golems: The Pray Approach
77 The Pray Approach has other distinguished fans:
78 The Pray Approach has other distinguished fans: Instead of trying to produce a programme to simulate the adult mind, why not rather try to produce one which simulates the child's? If this were then subjected to an appropriate course of education one would obtain the adult brain. Presumably the child-brain is something like a note-book as one buys it from the stationers. Rather little mechanism, and lots of blank sheets. (Mechanism and writing are from our point of view almost synonymous.) Our hope is that there is so little mechanism in the child-brain that something like it can be easily programmed. The amount of work in the education we can assume, as a first approximation, to be much the same as for the human child. Turing 1950
79
80 The Relax Smart & Test Approach
81 x is a person iff x has the capacity... to will, to make choices and decisions, set plans and projects autonomously; for consciousness, for experiencing pain and sorrow and happiness, and a thousand other emotions love, passion, gratitude, and so on; unsearchably difficult; ignore the C word for self-consciousness, for being aware of his/her states of mind, inclinations, preferences, etc., and for grasping the concept of him/ herself; machines still whipped by sharp toddlers to communicate through a language; to know things and believe things, and to believe things about what others believe (and so on); to desire not only particular objects and events, but also changes in his or her character; to reason (for example, in the infinitary fashion needed to produce theorems about, say, infinite-time computing machines).
82 x is a person iff x has the capacity... to will, to make choices and decisions, set plans and projects autonomously; for consciousness, for experiencing pain and sorrow and happiness, and a thousand other emotions love, passion, gratitude, and so on; unsearchably difficult; ignore the C word for self-consciousness, for being aware of his/her states of mind, inclinations, preferences, etc., and for grasping the concept of him/ herself; machines still whipped by sharp toddlers to communicate through a language; to know things and believe things, and to believe things about what others believe (and so on); to desire not only particular objects and events, but also changes in his or her character; to reason (for example, in the infinitary fashion needed to produce theorems about, say, infinite-time computing machines).
83 operationalize the relaxation: test
84 Formal Definition of PAI Psychometric AI is the field devoted to building information-processing entities capable of at least solid performance on all established, validated tests of intelligence and mental ability, a class of tests that includes IQ tests, tests of reasoning, of creativity, mechanical ability, and so on. Bringsjord & Schimanski
85 So, what are the tests?...
86 Not talking about easy tests...
87 E.g., not RTE!
88 PERI Pscyhometric Experimental Robotic Intelligence Scorbot-ER IX Sony B&W XC55 Video Camera Cognex MVS-8100M Frame Grabber Dragon Naturally Speaking Software NL (Carmel & RealPro?) BH8-260 BarrettHand Dexterous 3-Finger Grasper System
89 The Free Will Test (defun peris-choice () (cond ((> (random 10) 5) (hold-earth)) ((drop-earth))))? (peris-choice) "I will drop earth"? (peris-choice) "I will hold onto earth"? (peris-choice) "I will hold onto earth" vid1 vid2
90 The IQ Test...
91 Can you solve this puzzle? S/S
92 Could you solve it in under one second? S/S
93 Video of PERI in Action
94 Wise Man Puzzle...
95 Wise Men Puzzle???
96 Wise Men Puzzle??? Wise man A Wise man B Wise man C
97 Wise Men Puzzle I don t know??? Wise man A Wise man B Wise man C
98 Wise Men Puzzle I don t know I don t know??? Wise man A Wise man B Wise man C
99 Wise Men Puzzle I don t know I don t know??? I DO know Wise man A Wise man B Wise man C
100 Wise Men Puzzle I don t know I don t know??? I DO know Wise man A Wise man B Wise man C
101 Wise Men Puzzle I don t know I don t know??? I DO know Wise man A Wise man B Wise man C
102 Start of Reasoning in WMP3
103 Start of Reasoning in WMP3
104 All our humanauthored proofs machinechecked. Proved-Sound Algorithm for Generating Proof-Theoretic Solution to WMPn
105 Floridi s Harder Variants...
106 Unmasking Artificial agents Zombies Persons
107 Bootstrapping...
108 Bootstrapping...
Thoughts on: Robotics, Free Will, and Predestination
Thoughts on: Robotics, Free Will, and Predestination Selmer Bringsjord (with help from Bettina Schimanski) Rensselaer AI & Reasoning (RAIR) Laboratory Department of Cognitive Science Department of Computer
More informationRensselaer AI & Reasoning (RAIR) Lab
RAIR Lab Selmer Bringsjord Department of Cognitive Science Department of Computer Science Lally School of Management Rensselaer AI & Reasoning (RAIR) Lab Rensselaer Polytechnic Institute (RPI) Troy NY
More informationThe Multi-Mind Effect
The Multi-Mind Effect Selmer Bringsjord 1 Konstantine Arkoudas 2, Deepa Mukherjee 3, Andrew Shilliday 4, Joshua Taylor 5, Micah Clark 6, Elizabeth Bringsjord 7 Department of Cognitive Science 1-6 Department
More informationOnly a Technology Triad Can Tame Terror
Only a Technology Triad Can Tame Terror Selmer Bringsjord Rensselaer AI & Reasoning (RAIR) Lab Department of Cognitive Science Department of Computer Science Rensselaer Polytechnic Institute (RPI) Troy
More informationSerious Computational Science of Intelligence
Toward a... Serious Computational Science of Intelligence Call for Papers for an AGI 2010 Workshop in Lugano, Switzerland on March 8 2010 Selmer Bringsjord & Naveen Sundar G Department of Computer Science
More informationUnethical but Rule-Bound Robots Would Kill Us All
Unethical but Rule-Bound Robots Would Kill Us All Selmer Bringsjord Rensselaer AI & Reasoning (RAIR) Lab Department of Cognitive Science Department of Computer Science Rensselaer Polytechnic Institute
More informationPropositional Calculus II: More Rules of Inference, Application to Additional Motivating Problems
Propositional Calculus II: More Rules of Inference, Application to Additional Motivating Problems Selmer Bringsjord Rensselaer AI & Reasoning (RAIR) Lab Department of Cognitive Science Department of Computer
More informationArtificial Intelligence. What is AI?
2 Artificial Intelligence What is AI? Some Definitions of AI The scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines American Association
More informationCS:4420 Artificial Intelligence
CS:4420 Artificial Intelligence Spring 2018 Introduction Cesare Tinelli The University of Iowa Copyright 2004 18, Cesare Tinelli and Stuart Russell a a These notes were originally developed by Stuart Russell
More informationIntelligent Systems. Lecture 1 - Introduction
Intelligent Systems Lecture 1 - Introduction In which we try to explain why we consider artificial intelligence to be a subject most worthy of study, and in which we try to decide what exactly it is Dr.
More informationCould an AI Ever Be the World s Best Crossword Puzzle Solver?
Could an AI Ever Be the World s Best Crossword Puzzle Solver? Selmer Bringsjord with help from Dr Atriya Sen Rensselaer AI & Reasoning (RAIR) Lab Department of Cognitive Science Department of Computer
More informationIntroduction to AI. What is Artificial Intelligence?
Introduction to AI Instructor: Dr. Wei Ding Fall 2009 1 What is Artificial Intelligence? Views of AI fall into four categories: Thinking Humanly Thinking Rationally Acting Humanly Acting Rationally The
More informationArtificial Intelligence
Artificial Intelligence Chapter 1 Chapter 1 1 Outline What is AI? A brief history The state of the art Chapter 1 2 What is AI? Systems that think like humans Systems that think rationally Systems that
More information22c:145 Artificial Intelligence
22c:145 Artificial Intelligence Fall 2005 Introduction Cesare Tinelli The University of Iowa Copyright 2001-05 Cesare Tinelli and Hantao Zhang. a a These notes are copyrighted material and may not be used
More informationOutline. Introduction to AI. Artificial Intelligence. What is an AI? What is an AI? Agents Environments
Outline Introduction to AI ECE457 Applied Artificial Intelligence Fall 2007 Lecture #1 What is an AI? Russell & Norvig, chapter 1 Agents s Russell & Norvig, chapter 2 ECE457 Applied Artificial Intelligence
More informationJOHN LICATO. (808) Assistant Professor Department of Computer Science and Engineering University of South Florida
JOHN LICATO (808) 386 0232 licato@usf.edu Assistant Professor Department of Computer Science and Engineering University of South Florida EDUCATION Rensselaer Polytechnic Institute (RPI) May 2015 PhD in
More informationWhat is AI? AI is the reproduction of human reasoning and intelligent behavior by computational methods. an attempt of. Intelligent behavior Computer
What is AI? an attempt of AI is the reproduction of human reasoning and intelligent behavior by computational methods Intelligent behavior Computer Humans 1 What is AI? (R&N) Discipline that systematizes
More informationCS360: AI & Robotics. TTh 9:25 am - 10:40 am. Shereen Khoja 8/29/03 CS360 AI & Robotics 1
CS360: AI & Robotics TTh 9:25 am - 10:40 am Shereen Khoja shereen@pacificu.edu 8/29/03 CS360 AI & Robotics 1 Artificial Intelligence v We call ourselves Homo sapiens v What does this mean? 8/29/03 CS360
More informationPhilosophy. AI Slides (5e) c Lin
Philosophy 15 AI Slides (5e) c Lin Zuoquan@PKU 2003-2018 15 1 15 Philosophy 15.1 AI philosophy 15.2 Weak AI 15.3 Strong AI 15.4 Ethics 15.5 The future of AI AI Slides (5e) c Lin Zuoquan@PKU 2003-2018 15
More informationIntroduction to Artificial Intelligence: cs580
Office: Nguyen Engineering Building 4443 email: zduric@cs.gmu.edu Office Hours: Mon. & Tue. 3:00-4:00pm, or by app. URL: http://www.cs.gmu.edu/ zduric/ Course: http://www.cs.gmu.edu/ zduric/cs580.html
More informationArtificial Intelligence
Artificial Intelligence (Sistemas Inteligentes) Pedro Cabalar Depto. Computación Universidade da Coruña, SPAIN Chapter 1. Introduction Pedro Cabalar (UDC) ( Depto. AIComputación Universidade da Chapter
More informationCMSC 372 Artificial Intelligence. Fall Administrivia
CMSC 372 Artificial Intelligence Fall 2017 Administrivia Instructor: Deepak Kumar Lectures: Mon& Wed 10:10a to 11:30a Labs: Fridays 10:10a to 11:30a Pre requisites: CMSC B206 or H106 and CMSC B231 or permission
More informationLogicist Machine Ethics Can Save Us
Logicist Machine Ethics Can Save Us Selmer Bringsjord et al. Rensselaer AI & Reasoning (RAIR) Lab Department of Cognitive Science Department of Computer Science Lally School of Management & Technology
More informationArtificial Intelligence
Artificial Intelligence Chapter 1 Chapter 1 1 Outline What is AI? A brief history The state of the art Chapter 1 2 What is AI? Systems that think like humans Systems that think rationally Systems that
More informationArtificial Intelligence: An overview
Artificial Intelligence: An overview Thomas Trappenberg January 4, 2009 Based on the slides provided by Russell and Norvig, Chapter 1 & 2 What is AI? Systems that think like humans Systems that act like
More informationIntroduction to Artificial Intelligence
Introduction to Artificial Intelligence By Budditha Hettige Sources: Based on An Introduction to Multi-agent Systems by Michael Wooldridge, John Wiley & Sons, 2002 Artificial Intelligence A Modern Approach,
More informationWelcome to CompSci 171 Fall 2010 Introduction to AI.
Welcome to CompSci 171 Fall 2010 Introduction to AI. http://www.ics.uci.edu/~welling/teaching/ics171spring07/ics171fall09.html Instructor: Max Welling, welling@ics.uci.edu Office hours: Wed. 4-5pm in BH
More informationCSC 550: Introduction to Artificial Intelligence. Fall 2004
CSC 550: Introduction to Artificial Intelligence Fall 2004 See online syllabus at: http://www.creighton.edu/~davereed/csc550 Course goals: survey the field of Artificial Intelligence, including major areas
More informationWhat is Artificial Intelligence? Psychometric AI as an Answer
Abstract We propose an answer to the "What is AI?" question, namely, that Al is really (or at least really ought in significant part to be) Psychometric AI (PAI). Along the way, we: set out and rebut five
More informationCMSC 421, Artificial Intelligence
Last update: January 28, 2010 CMSC 421, Artificial Intelligence Chapter 1 Chapter 1 1 What is AI? Try to get computers to be intelligent. But what does that mean? Chapter 1 2 What is AI? Try to get computers
More informationCognitive Science: What Is It, and How Can I Study It at RPI?
Cognitive Science: What Is It, and How Can I Study It at RPI? What is Cognitive Science? Cognitive Science: Aspects of Cognition Cognitive science is the science of cognition, which includes such things
More informationOutline. What is AI? A brief history of AI State of the art
Introduction to AI Outline What is AI? A brief history of AI State of the art What is AI? AI is a branch of CS with connections to psychology, linguistics, economics, Goal make artificial systems solve
More informationArtificial Intelligence. Shobhanjana Kalita Dept. of Computer Science & Engineering Tezpur University
Artificial Intelligence Shobhanjana Kalita Dept. of Computer Science & Engineering Tezpur University What is AI? What is Intelligence? The ability to acquire and apply knowledge and skills (definition
More informationArtificial Intelligence: An Introduction
Artificial Intelligence: An Introduction Mark Maloof Department of Computer Science Georgetown University Washington, DC 20057-1232 http://www.cs.georgetown.edu/~maloof August 30, 2017 What is Artificial
More informationThe Singularity, the MiniMaxularity, and Human Development (Part II)
The Singularity, the MiniMaxularity, and Human Development (Part II) Selmer Bringsjord & Alexander Bringsjord Are Humans Rational? 10/12/17 Selmer.Bringsjord@gmail.com The Singularity, the MiniMaxularity,
More informationArtificial Intelligence: Your Phone Is Smart, but Can It Think?
Artificial Intelligence: Your Phone Is Smart, but Can It Think? Mark Maloof Department of Computer Science Georgetown University Washington, DC 20057-1232 http://www.cs.georgetown.edu/~maloof Prelude 18
More informationArtificial Intelligence. Berlin Chen 2004
Artificial Intelligence Berlin Chen 2004 Course Contents The theoretical and practical issues for all disciplines Artificial Intelligence (AI) will be considered AI is interdisciplinary! Foundational Topics
More informationIntroduction to cognitive science Session 3: Cognitivism
Introduction to cognitive science Session 3: Cognitivism Martin Takáč Centre for cognitive science DAI FMFI Comenius University in Bratislava Príprava štúdia matematiky a informatiky na FMFI UK v anglickom
More informationGenerating Personality Character in a Face Robot through Interaction with Human
Generating Personality Character in a Face Robot through Interaction with Human F. Iida, M. Tabata and F. Hara Department of Mechanical Engineering Science University of Tokyo - Kagurazaka, Shinjuku-ku,
More informationShould AI be Granted Rights?
Lv 1 Donald Lv 05/25/2018 Should AI be Granted Rights? Ask anyone who is conscious and self-aware if they are conscious, they will say yes. Ask any self-aware, conscious human what consciousness is, they
More informationHistory and Philosophical Underpinnings
History and Philosophical Underpinnings Last Class Recap game-theory why normal search won t work minimax algorithm brute-force traversal of game tree for best move alpha-beta pruning how to improve on
More informationIntroduction to Artificial Intelligence. Department of Electronic Engineering 2k10 Session - Artificial Intelligence
Introduction to Artificial Intelligence What is Intelligence??? Intelligence is the ability to learn about, to learn from, to understand about, and interact with one s environment. Intelligence is the
More informationFoundations of Artificial Intelligence
Foundations of Artificial Intelligence 1. Introduction Organizational Aspects, AI in Freiburg, Motivation, History, Approaches, and Examples Joschka Boedecker and Wolfram Burgard and Frank Hutter and Bernhard
More informationCourse Info. CS 486/686 Artificial Intelligence. Outline. Artificial Intelligence (AI)
Course Info CS 486/686 Artificial Intelligence May 2nd, 2006 University of Waterloo cs486/686 Lecture Slides (c) 2006 K. Larson and P. Poupart 1 Instructor: Pascal Poupart Email: cs486@students.cs.uwaterloo.ca
More informationKnowledge Representation and Reasoning
Master of Science in Artificial Intelligence, 2012-2014 Knowledge Representation and Reasoning University "Politehnica" of Bucharest Department of Computer Science Fall 2012 Adina Magda Florea The AI Debate
More information1.1 What is AI? 1.1 What is AI? Foundations of Artificial Intelligence. 1.2 Acting Humanly. 1.3 Thinking Humanly. 1.4 Thinking Rationally
Foundations of Artificial Intelligence February 20, 2017 1. Introduction: What is Artificial Intelligence? Foundations of Artificial Intelligence 1. Introduction: What is Artificial Intelligence? Malte
More informationWhat is AI? Artificial Intelligence. Acting humanly: The Turing test. Outline
What is AI? Artificial Intelligence Systems that think like humans Systems that think rationally Systems that act like humans Systems that act rationally Chapter 1 Chapter 1 1 Chapter 1 3 Outline Acting
More informationCOS 402 Machine Learning and Artificial Intelligence Fall Lecture 1: Intro
COS 402 Machine Learning and Artificial Intelligence Fall 2016 Lecture 1: Intro Sanjeev Arora Elad Hazan Today s Agenda Defining intelligence and AI state-of-the-art, goals Course outline AI by introspection
More informationCS 486/686 Artificial Intelligence
CS 486/686 Artificial Intelligence Sept 15th, 2009 University of Waterloo cs486/686 Lecture Slides (c) 2009 K. Larson and P. Poupart 1 Course Info Instructor: Pascal Poupart Email: ppoupart@cs.uwaterloo.ca
More informationMODALITY, SI! MODAL LOGIC, NO!
MODALITY, SI! MODAL LOGIC, NO! John McCarthy Computer Science Department Stanford University Stanford, CA 94305 jmc@cs.stanford.edu http://www-formal.stanford.edu/jmc/ 1997 Mar 18, 5:23 p.m. Abstract This
More informationModal logic. Benzmüller/Rojas, 2014 Artificial Intelligence 2
Modal logic Benzmüller/Rojas, 2014 Artificial Intelligence 2 What is Modal Logic? Narrowly, traditionally: modal logic studies reasoning that involves the use of the expressions necessarily and possibly.
More informationArtificial Intelligence
Artificial Intelligence Chapter 1 Chapter 1 1 Outline Course overview What is AI? A brief history The state of the art Chapter 1 2 Administrivia Class home page: http://inst.eecs.berkeley.edu/~cs188 for
More informationArtificial Intelligence
Artificial Intelligence Lecture 01 - Introduction Edirlei Soares de Lima What is Artificial Intelligence? Artificial intelligence is about making computers able to perform the
More informationCSC384 Intro to Artificial Intelligence* *The following slides are based on Fahiem Bacchus course lecture notes.
CSC384 Intro to Artificial Intelligence* *The following slides are based on Fahiem Bacchus course lecture notes. Artificial Intelligence A branch of Computer Science. Examines how we can achieve intelligent
More informationEthics in Artificial Intelligence
Ethics in Artificial Intelligence By Jugal Kalita, PhD Professor of Computer Science Daniels Fund Ethics Initiative Ethics Fellow Sponsored by: This material was developed by Jugal Kalita, MPA, and is
More informationArtificial Intelligence: Definition
Lecture Notes Artificial Intelligence: Definition Dae-Won Kim School of Computer Science & Engineering Chung-Ang University What are AI Systems? Deep Blue defeated the world chess champion Garry Kasparov
More informationThe Three Laws of Artificial Intelligence
The Three Laws of Artificial Intelligence Dispelling Common Myths of AI We ve all heard about it and watched the scary movies. An artificial intelligence somehow develops spontaneously and ferociously
More informationPhilosophical Foundations. Artificial Intelligence Santa Clara University 2016
Philosophical Foundations Artificial Intelligence Santa Clara University 2016 Weak AI: Can machines act intelligently? 1956 AI Summer Workshop Every aspect of learning or any other feature of intelligence
More informationWhy we need to know what AI is. Overview. Artificial Intelligence is it finally arriving?
Artificial Intelligence is it finally arriving? Artificial Intelligence is it finally arriving? Are we nearly there yet? Leslie Smith Computing Science and Mathematics University of Stirling May 2 2013.
More informationThe Science of the Artificial
The Science of the Artificial 기술경영협동과정 박사 4학기 송경희/유광용 Who is Herbert A. Simon? Nobel Prize winner Herbert Simon was a true Renaissance Man, laying the foundations for both artificial intelligence and behavioral
More informationIntroduction and History of AI
15-780 Introduction and History of AI J. Zico Kolter January 13, 2014 1 What is AI? 2 Some classic definitions Buildings computers that... Think like humans Act like humans Think rationally Act rationally
More informationMinds and Machines spring Searle s Chinese room argument, contd. Armstrong library reserves recitations slides handouts
Minds and Machines spring 2005 Image removed for copyright reasons. Searle s Chinese room argument, contd. Armstrong library reserves recitations slides handouts 1 intentionality underived: the belief
More informationArtificial Intelligence
Artificial Intelligence One way to define Artificial Intelligence (AI) is as a branch of science trying to determine and formally describe, permitting a computer implementation the solutions for hard problems.
More informationFoundations of Artificial Intelligence
Foundations of Artificial Intelligence 1. Introduction Organizational Aspects, AI in Freiburg, Motivation, History, Approaches, and Examples Wolfram Burgard, Bernhard Nebel, and Martin Riedmiller Albert-Ludwigs-Universität
More informationArtificial Intelligence
Artificial Intelligence Chapter 1 Chapter 1 1 Outline What is AI? A brief history The state of the art Chapter 1 2 What is AI? Systems that think like humans Systems that think rationally Systems that
More informationArtificial Intelligence. An Introductory Course
Artificial Intelligence An Introductory Course 1 Outline 1. Introduction 2. Problems and Search 3. Knowledge Representation 4. Advanced Topics - Game Playing - Uncertainty and Imprecision - Planning -
More informationArtificial Intelligence (AI) Artificial Intelligent definition, vision, reality and consequences. 1. What is AI, definition and use today?
Artificial Intelligent definition, vision, reality and consequences Peter Funk Department of computer Science Mälardalen University peter.funk@mdh.se Artificial Intelligence (AI) 1. What is AI, definition
More informationArtificial Intelligence
Artificial Intelligence Chapter 1 Chapter 1 1 Outline Course overview What is AI? A brief history The state of the art Chapter 1 2 Administrivia Class home page: http://inst.eecs.berkeley.edu/~cs188 for
More informationAI Principles, Semester 2, Week 1, Lecture 2, Cognitive Science and AI Applications. The Computational and Representational Understanding of Mind
AI Principles, Semester 2, Week 1, Lecture 2, Cognitive Science and AI Applications How simulations can act as scientific theories The Computational and Representational Understanding of Mind Boundaries
More informationRandom Administrivia. In CMC 306 on Monday for LISP lab
Random Administrivia In CMC 306 on Monday for LISP lab Artificial Intelligence: Introduction What IS artificial intelligence? Examples of intelligent behavior: Definitions of AI There are as many definitions
More informationBeyond business as usual : the societal, workforce and human impact of the IoT
Beyond business as usual : the societal, workforce and human impact of the IoT Futurist Humanist Algorithms Androrithms These game-changers will generate existential changes, with many amazing and some
More informationA Practical Approach to Understanding Robot Consciousness
A Practical Approach to Understanding Robot Consciousness Kristin E. Schaefer 1, Troy Kelley 1, Sean McGhee 1, & Lyle Long 2 1 US Army Research Laboratory 2 The Pennsylvania State University Designing
More informationActually 3 objectives of AI:[ Winston & Prendergast ] Make machines smarter Understand what intelligence is Make machines more useful
Bab 1 Introduction Definisi Artificial Intelligence [Rich dan Knight] Artificial Intelligence is the study of how to make computers do things which, at the moment, people do better. [Ginsberg] Artificial
More informationTuring s model of the mind
Published in J. Copeland, J. Bowen, M. Sprevak & R. Wilson (Eds.) The Turing Guide: Life, Work, Legacy (2017), Oxford: Oxford University Press mark.sprevak@ed.ac.uk Turing s model of the mind Mark Sprevak
More informationEARIN Jarosław Arabas Room #223, Electronics Bldg.
EARIN http://elektron.elka.pw.edu.pl/~jarabas/earin.html Jarosław Arabas jarabas@elka.pw.edu.pl Room #223, Electronics Bldg. Paweł Cichosz pcichosz@elka.pw.edu.pl Room #215, Electronics Bldg. EARIN Jarosław
More informationTwo Perspectives on Logic
LOGIC IN PLAY Two Perspectives on Logic World description: tracing the structure of reality. Structured social activity: conversation, argumentation,...!!! Compatible and Interacting Views Process Product
More informationMA/CS 109 Computer Science Lectures. Wayne Snyder Computer Science Department Boston University
MA/CS 109 Lectures Wayne Snyder Department Boston University Today Artiificial Intelligence: Pro and Con Friday 12/9 AI Pro and Con continued The future of AI Artificial Intelligence Artificial Intelligence
More informationTodd Moody s Zombies
Todd Moody s Zombies John McCarthy Computer Science Department Stanford University Stanford, CA 94305 jmc@cs.stanford.edu http://www-formal.stanford.edu/jmc/ 1997 Feb 28, 6:24 a.m. Abstract From the AI
More informationCSCE 315: Programming Studio
CSCE 315: Programming Studio Introduction to Artificial Intelligence Textbook Definitions Thinking like humans What is Intelligence Acting like humans Thinking rationally Acting rationally However, it
More informationWhat is Artificial Intelligence? Alternate Definitions (Russell + Norvig) Human intelligence
CSE 3401: Intro to Artificial Intelligence & Logic Programming Introduction Required Readings: Russell & Norvig Chapters 1 & 2. Lecture slides adapted from those of Fahiem Bacchus. What is AI? What is
More informationENHANCED HUMAN-AGENT INTERACTION: AUGMENTING INTERACTION MODELS WITH EMBODIED AGENTS BY SERAFIN BENTO. MASTER OF SCIENCE in INFORMATION SYSTEMS
BY SERAFIN BENTO MASTER OF SCIENCE in INFORMATION SYSTEMS Edmonton, Alberta September, 2015 ABSTRACT The popularity of software agents demands for more comprehensive HAI design processes. The outcome of
More informationCS344: Introduction to Artificial Intelligence (associated lab: CS386)
CS344: Introduction to Artificial Intelligence (associated lab: CS386) Pushpak Bhattacharyya CSE Dept., IIT Bombay Lecture 1: Introduction 3 rd Jan, 2011 Basic Facts Faculty instructor: Dr. Pushpak Bhattacharyya
More informationCS 343H: Artificial Intelligence. Week 1a: Introduction
CS 343H: Artificial Intelligence Week 1a: Introduction Good Morning Colleagues Welcome to a fun, but challenging course Goal: Learn about Artificial Intelligence Increase AI literacy Prepare you for topics
More informationEthics of AI: a role for BCS. Blay Whitby
Ethics of AI: a role for BCS Blay Whitby blayw@sussex.ac.uk Main points AI technology will permeate, if not dominate everybody s life within the next few years. There are many ethical (and legal, and insurance)
More informationUnit 8: Problems of Common Sense
Unit 8: Problems of Common Sense AI is brain-dead Can a machine have intelligence? Difficulty of Endowing Common Sense to Computers Philosophical Objections Strong vs. Weak AI Reference copyright c 2013
More informationOverview. Pre AI developments. Birth of AI, early successes. Overwhelming optimism underwhelming results
Help Overview Administrivia History/applications Modeling agents/environments What can we learn from the past? 1 Pre AI developments Philosophy: intelligence can be achieved via mechanical computation
More informationCOS402 Artificial Intelligence Fall, Lecture I: Introduction
COS402 Artificial Intelligence Fall, 2006 Lecture I: Introduction David Blei Princeton University (many thanks to Dan Klein for these slides.) Course Site http://www.cs.princeton.edu/courses/archive/fall06/cos402
More informationintentionality Minds and Machines spring 2006 the Chinese room Turing machines digression on Turing machines recitations
24.09 Minds and Machines intentionality underived: the belief that Fido is a dog the desire for a walk the intention to use Fido to refer to Fido recitations derived: the English sentence Fido is a dog
More informationCPS331 Lecture: Search in Games last revised 2/16/10
CPS331 Lecture: Search in Games last revised 2/16/10 Objectives: 1. To introduce mini-max search 2. To introduce the use of static evaluation functions 3. To introduce alpha-beta pruning Materials: 1.
More informationCybernetics, AI, Cognitive Science and Computational Neuroscience: Historical Aspects
Cybernetics, AI, Cognitive Science and Computational Neuroscience: Historical Aspects Péter Érdi perdi@kzoo.edu Henry R. Luce Professor Center for Complex Systems Studies Kalamazoo College http://people.kzoo.edu/
More informationEmily Dobson, Sydney Reed, Steve Smoak
Emily Dobson, Sydney Reed, Steve Smoak A computer that has the ability to perform the same tasks as an intelligent being Reason Learn from past experience Make generalizations Discover meaning 1 1 1950-
More informationThinking and Autonomy
Thinking and Autonomy Prasad Tadepalli School of Electrical Engineering and Computer Science Oregon State University Turing Test (1950) The interrogator C needs to decide if he is talking to a computer
More informationEnsuring the Safety of an Autonomous Robot in Interaction with Children
Machine Learning in Robot Assisted Therapy Ensuring the Safety of an Autonomous Robot in Interaction with Children Challenges and Considerations Stefan Walke stefan.walke@tum.de SS 2018 Overview Physical
More informationChallenges to human dignity from developments in AI
Challenges to human dignity from developments in AI Thomas G. Dietterich Distinguished Professor (Emeritus) Oregon State University Corvallis, OR USA Outline What is Artificial Intelligence? Near-Term
More informationA review of Reasoning About Rational Agents by Michael Wooldridge, MIT Press Gordon Beavers and Henry Hexmoor
A review of Reasoning About Rational Agents by Michael Wooldridge, MIT Press 2000 Gordon Beavers and Henry Hexmoor Reasoning About Rational Agents is concerned with developing practical reasoning (as contrasted
More informationProposers Day Workshop
Proposers Day Workshop Monday, January 23, 2017 @srcjump, #JUMPpdw Cognitive Computing Vertical Research Center Mandy Pant Academic Research Director Intel Corporation Center Motivation Today s deep learning
More informationArtificial Intelligence for Games
Artificial Intelligence for Games CSC404: Video Game Design Elias Adum Let s talk about AI Artificial Intelligence AI is the field of creating intelligent behaviour in machines. Intelligence understood
More informationCS 188: Artificial Intelligence Fall Course Information
CS 188: Artificial Intelligence Fall 2009 Lecture 1: Introduction 8/27/2009 Dan Klein UC Berkeley Multiple slides over the course adapted from either Stuart Russell or Andrew Moore Course Information http://inst.cs.berkeley.edu/~cs188
More informationDigital image processing vs. computer vision Higher-level anchoring
Digital image processing vs. computer vision Higher-level anchoring Václav Hlaváč Czech Technical University in Prague Faculty of Electrical Engineering, Department of Cybernetics Center for Machine Perception
More informationKI-Programmierung. Introduction
KI-Programmierung Introduction Bernhard Beckert UNIVERSITÄT KOBLENZ-LANDAU Winter Term 2007/2008 B. Beckert: KI-Programmierung p.1 What is Artificial Intelligence (AI)? [The automation of] activities that
More information