Carnegie Mellon University
Pittsburgh research university housing key AI work, including Hans Berliner's backgammon program and Dean Pomerleau's ALVINN autonomous driving neural network.
9 milestones
Xinlei Chen, Abhinav Shrivastava and Abhinav Gupta at Carnegie Mellon University present NEIL (Never-Ending Image Learner) at ICCV 2013
In December 2013, Xinlei Chen, Abhinav Shrivastava and Abhinav Gupta at Carnegie Mellon University presented NEIL (Never-Ending Image Learner) at ICCV 2013, a continuously running system that autonomously mined semantic relationships between visual concepts from unlabelled web images without human supervision.
ALVINN: An Autonomous Land Vehicle in a Neural Network, Developed by Dean Pomerleau at CMU
In 1989, Dean Pomerleau at Carnegie Mellon University published ALVINN (Autonomous Land Vehicle in a Neural Network), a three-layer backpropagation network trained on road images that steered the CMU Navlab vehicle autonomously, demonstrating that a neural network could learn driving behaviour directly from sensor data.
SOAR Cognitive Architecture: Doctoral Dissertations by John E. Laird and Paul S. Rosenbloom, Supervised by Allen Newell
In 1983, John E. Laird and Paul S. Rosenbloom completed doctoral dissertations at Carnegie Mellon University under Allen Newell, introducing SOAR, a cognitive architecture designed to support a broad range of intelligent tasks through a unified problem-space model and a chunking-based learning mechanism.
Blackboard Model Description by Lee Erman, Richard Hayes-Roth, Victor Lesser and D. Raj Reddy
In May 1980, Lee Erman, Richard Hayes-Roth, Victor Lesser and D. Raj Reddy published 'The Hearsay-II Speech-Understanding System: Integrating Knowledge to Resolve Uncertainty' in Artificial Intelligence, vol. 14, providing the canonical description of the blackboard model as a structured framework for cooperative problem-solving among independent knowledge sources.
XCON (R1) Expert System Developed by John P. McDermott at Carnegie Mellon University
John P. McDermott at Carnegie Mellon University developed R1 (later named XCON), a rule-based expert system built in OPS5, in collaboration with Digital Equipment Corporation. Deployed operationally by DEC in 1980, it automatically configured VAX-11/780 computer orders, replacing a labour-intensive manual process.
BKG 9.8: Hans Berliner's Backgammon Program Defeats World Champion Luigi Villa
In July 1979, Hans Berliner of Carnegie Mellon University demonstrated BKG 9.8, a backgammon-playing program, in a money match in Monte Carlo against reigning world champion Luigi Villa, winning 7–1. It was the first computer program to defeat a world champion in a board game under competitive conditions.
Herbert A. Simon Awarded Nobel Memorial Prize in Economic Sciences for Bounded Rationality
In 1978, Herbert A. Simon of Carnegie Mellon University received the Nobel Memorial Prize in Economic Sciences for his theory of bounded rationality, which holds that human decision-making seeks satisfactory rather than optimal solutions owing to cognitive and informational constraints.
First AI Winter: Lighthill Report and DARPA Funding Cuts
In 1973, James Lighthill's report for the British Science Research Council assessed artificial intelligence research and found it had failed to meet its goals; the report contributed to substantial funding cuts in the UK and, alongside DARPA reviews in the United States, precipitated the period known as the first AI winter.
Herbert A. Simon predicts machines will be capable of any work a human can do, within twenty years
In 1965, Herbert A. Simon of Carnegie Mellon University published 'The Shape of Automation for Men and Management', in which he predicted that machines would, within twenty years, be capable of performing any cognitive task a human could perform, a claim that became one of the most cited and scrutinised forecasts in the history of artificial intelligence.