| OK, here ya go. This list is, for now, just a raw dump of titles and authors. When I have some more time, I'll turn this into a proper blog post with more commentary, sorting / grouping of the titles, links to complementary resources
etc. One bit of warning... the first half of this list includes everything "AI" related I've read (or am currently reading) for about the past two years. I say "AI" and not "AGI" because I haven't always bothered to make the distinction. So some of this stuff may not be relevant to you. FYI, this list (especially the first half) is a heterogeneous lot that varies considerably along the "pop sci" to "academic" axis, as well as the "applied" to "theoretical" axis. I'm also leaving off (for now anyway) most the "related, but not specifically about AI" stuff, like books on Probability, Bayesian Statistics, Graph Theory, etc., and books that are more about contemporary "Machine Learning" and "Deep Learning" topics. I do believe that there is a connection though, and that DL may play a role in building a truly intelligent system, so when I write the expanded blog post, I'll include more of that stuff. OK, With no further ado, the "AI stuff I've read recently" list. 0. Blackboard Systems - Robert Engelmore & Tony Morgan 1. The Age of Spiritual Machines - Ray Kurzweil 2. The Emotion Machine - Marvin Minsky 3. The Society of Mind - Marvin Minsky 4. Possible Minds: 25 Ways of Looking at AI - John Brockman (ed) 5. AI Super-Powers: China, Silicon Valley and the New World Order - Kai-Fu Lee (more meta than actually about AI per-se) 6. Artificial Intelligence In Practice - Bernard Marr 7. Architects of Intelligence - Martin Ford 8. Gödel, Escher, Bach - Douglas Hofstadter 9. Superintelligence - Nick Bostrom 10. The Master Algorithm - Pedro Domingos 11. On Intelligence - Jeff Hawkins 12. Unified Theories of Cognition - Alan Newell 13. The AGI Revolution - Ben Goertzel 14. How To Create A Mind - Ray Kurzweil 15. Case-Based Reasoning: A Textbook - Michael M. Richter & Rosina O. Weber 16. The Age of Intelligent Machines - Ray Kurzweil 17. The Singularity is Near - Ray Kurzweil 18. An Introduction to MultiAgent Systems - Michael J. Wooldridge 19. Engineering General Intelligence - Volume 1 - Ben Goertzel 20. Artificial Intelligence: A Modern Approach - Peter Norvig & Stuart Russell ---- Below here is the stuff that is in the "to read" queue. This part tends to run more to textbooks and more academic material and less of the "pop sci" stuff. The choices on this list were inspired by other reading and research I've done, which led me to believe this group of titles includes material that will be useful. YMMV. 21. Cause Effect Pairs in Machine Learning - Isabelle Guyon, Alexander Statnikov, & Berna Bakir Batu (eds) 22. Propositional, Probabilistic, and Evidential Reasoning: Integrating Numerical and Symbolic Approaches - Weiru Liu 23. Human Compatible - Stuart Russell 23. Rebooting AI - Gary Marcus & Ernest Davis 24. Artificial Intelligence - Melanie Mitchell 25. Protocol Analysis - K. Anders Ericsson & Herbert A. Simon 26. The Robot's Dilemma: The Frame Problem in Artificial Intelligence - Zenon W. Pylyshyn 27. Image and Mind - Stephen Michael Kosslyn 28. Elements of Episodic Memory - Endel Tulving 29. Things and Places: How The Mind Connects With The World - Zenon W. Pylyshyn 30. Information Algebras: Generic Structures for Inference - Jurg Kohlas 31. Probabilistic Logics and Probabilistic Networks - Rolf Haenni, Jan-Willem Romeijn, Gregory Wheeler & Jon Williamson 32. Knowledge-Based Systems in Artificial Intelligence - Randall Davis & Douglas B. Lenat 33. Building Large Knowledge-Based Systems - Douglas B. Lenat & R.V. Guha 34. Elements of Information Theory - Thomas M. Cover & Joy A. Thomas 35. The Bayesian Choice - Christian P. Robert 35. Machine Learning for Commonsense Reasoning Processes - Xenia Naidenova 36. Reinforcement Learning and Optimal Control - Dimitri P. Bertsekas 37. An Introduction to Kolmogorov Complexity and Its Applications - Ming Li & Paul Vitanyi 38. The Mechanical Mind: A Philosophical Introduction to Minds, Machines, and Mental Representation - Tim Crane 39. Constraining Cognitive Theories - Zenon W. Pylyshyn 40. Neuro-Dynamic Programming - Dimitri P. Bertsekas & John Tsitsiklis 41. The Language Instinct - Steven Pinker 42. How The Mind Works - Steven Pinker 43. Images and Words - Steven Pinker 44. Words and Rules - Steven Pinker 45. The Blank Slate - Steven Pinker 46. Consciousness Explained - Daniel Dennett 47. How to Build a Brain: A Neural Architecture for Biological Cognition - Chris Eliasmith 48. Introduction to Artificial Intelligence - Eugene Charniak & Drew McDermott 49. Metamagical Themas - Douglas Hofstadter 50. I Am A Strange Loop - Douglas Hofstadter 51. Fluid Concepts And Creative Analogies: Computer Models Of The Fundamental Mechanisms Of Thought - Douglas Hofstadter 52. Principles of Synthetic Intelligence - Joshua Bach 53. Anatomy of the Mind - Ron Sun 54. Generic Inference: A Unifying Theory for Automated Reasoning - Marc Pouly & Jurg Kohlas 55. Knowledge Representation, Reasoning, and the Design of Intelligent Agents: The Answer-Set Programming Approach - Michael Gelfond & Yulia Kahl 56. Semantic Networks: An Evidential Formalization and its Connectionist Realization - Lockendra Shastri 57. Automated Planning and Acting - Malik Ghallab, Dana Nau, & Paolo Traverso 58. How Can The Human Mind Occur in the Physical Universe? - John Anderson 59. Spiking Neuron Models - Wulfram Gerstner & Werner Kistler 60. Neural Engineering - Chris Eliasmith & Charles H. Anderson 61. Principles of Neural Design - Peter Sterling & Simon Laughlin 62. Semantic Information Processing - Marvin Minsky 63. The SOAR Cognitive Architecture - John Laird 64. The Architecture of Cognition - John Anderson 65. Human Associative Memory - John Anderson & Gordon E. Bower 66. Knowledge Representation & Reasoning - Ronald J. Brachman & Hector J. Levesque 67. Cognitive Architectures - Maria Isabel Aldinhas Ferreira, Joao Silva Sequeira, & Rodrigo Ventura (eds) 68. Scripts, Goals, and Planning - Roger C. Schank & Robert P. Abelson 69. Reasoning About Plans - James F. Allen, Henry A. Kautz, Richard N. Pelavin, & Josh D. Tenenberg 70. Generating Abstraction Hierarchies: An Automated Approach to Reducing Search in Planning - Craig A. Knoblock 71. Representations of Commonsense Knowledge - Ernest Davis 72. Approaches to Knowledge Representation - G.A. Ringland & D.A. Duce 73. Knowledge Representation - John F. Sowa 74. Conceptual Structures: Information Processing in Mind and Machine - John F. Sowa 75. Inside Computer Understanding - Roger C. Schank & Christopher K. Riesbeck 76. Integrating Rules and Connectionism for Robust Commonsense Reasoning - Ron Sun 77. Probabilistic Logic Networks - Ben Goertzel, et al. 78. The Subtlety of Sameness: A Theory and Computer Model of Analogy Making - Robert M. French 79. Analogy Making as Perception - Melanie Mitchell 80. Real World Reasoning - Ben Goertzel, et al. 81. Artificial General Intelligence - Ben Goertzel & Cassio Pennachin 82. The Hidden Pattern: A Patternist Philosophy of Mind - Ben Goertzel 83. Engineering General Intelligence - Volume 2 - Ben Goertzel, Cassio Pennachin, & Nil Geisweiller 84. Computation and Cognition - Zenon W. Pylyshyn 85. Universal Artificial Intelligence - Marcus Hutter 86. The Cambridge Handbook of Computational Psychology - Ron Sun 87. Handbook of Neuroevolution Through Erlang - Gene I. Sher 88. Readings in Cognitive Science: A Perspective from Psychology and Artificial Intelligence - Allan Collins & Edward E. Smith -- this one contains a LOT of seminal papers in the field, including one of the earliest papers on Semantic Networks by Ross Quillian. I actually put this on the wrong part of the list, as I'm about halfway through reading this one, but just remembered it and didn't want to renumber everything. Heh. Eh, that's a pretty good chunk of the stuff I've got lying around here, waiting to be read. There's a handful of others, but my fingers are getting numb. |