Request for Comments
If you have produced a human-competitive result using genetic programming, please check to see if your result is included in the table below (and that the citation is accurate). Please send comments to koza at human-competitive dot org
Thank you.
Year |
Authors |
Title |
Human-Competitive
Prize Awarded (if any) |
Patent (if any) |
Reference |
1994 |
John R. Koza |
Creation of algorithm for the transmembrane segment identification problem for proteins |
|
|
[302], [303], and [304] Sections 18.8 and 18.10 [8] |
1995 |
John R. Koza, Fo |
|
|
|
{321] and section 59.8 of [10] |
1996 |
David Andre, Fo |
|
|
|
[34]
and section 58.4 of [10] |
1996 |
John R. Koza, Fo |
Rediscovery of the
|
|
1917 |
[305]. [306], Section 25.15.1 of [10], and section 5.2 of [13] |
1996 |
John R. Koza, Fo |
Automatic decomposition of the problem of synthesizing a
cro |
|
1925 |
[25u] and Section 32.3 of [10] |
1996 |
John R. Koza, Fo |
Rediscovery of a recognizable voltage gain stage and a |
|
1953 U.S. 2,663,806 patent by Sidney Darlington |
[25s] and Section 42.3 of [10] |
1996 |
John R. Koza, David Andre, Fo |
Automatic synthesis of 60 dB and 96 dB amplifiers |
|
Numerous patents |
[307], [308], and Section 45.3 of [10] |
1996 |
John R. Koza, Fo |
Automatic synthesis of asymmetric bandpa |
|
|
[25u] |
1997 |
John R. Koza, Fo |
Creation of a sorting network for seven items using only 16 steps |
|
1962 U.S. 3,029,413 patent by Daniel G. O’Connor and Raymond J. Nelson |
[323], [324]. [325], and Sections 21.4.4, 23.6, and 57.8.1 of [10] |
1997 |
John R. Koza, Fo |
Automatic synthesis of a real-time analog circuit for time-optimal control of a robot |
|
|
[309] Section --- of [10] |
1997 |
John R. Koza, Fo |
Automatic synthesis of analog computational circuits
for squaring, cubing, square root,
cube root, logarithm, and Gau |
|
Numerous patents |
[322] and Section 47.5.3 of [10] |
1998 |
Lee Spector, Howard Barnum, and Herbert J. Bernstein |
Creation of a better-than-classical quantum algorithm for the Deutsch-Jozsa “early promise” problem |
|
|
[29] |
1998 |
Lee Spector, Howard Barnum, and Herbert J. Bernstein |
Creation of a better-than-classical quantum algorithm for Grover’s database search problem |
|
|
[30] |
1998 |
Sean Luke |
Creation of a soccer-playing program that won its first two games in the Robo Cup 1997 competition |
|
|
[32] |
1999 |
David Andre and Astro Teller |
|
|
|
[33] |
1999 |
Lee Spector, Howard Barnum, and Herbert J. Bernstein, and N. Swamy |
|
|
|
[31] [31a] |
1999 |
John R. Koza, Fo |
|
|
|
sections 16.5 and 17.2 of [10] |
1999 |
John R. Koza, Fo |
Rediscovery of “M-derived half section” and “constant K” filter sections |
|
1925 |
Section 25.15.3 of [10] |
1999 |
John R. Koza, Fo |
Rediscovery of the Cauer (elliptic) topology for filters |
|
1934 and 1936 |
Section 27.3.7 of [10] |
1999 |
Fo |
Automatic synthesis of digital-to-analog converter (DAC) circuit |
|
|
[131] |
1999 |
Fo |
Automatic synthesis of analog-to-digital (ADC) circuit |
|
|
[131] |
1999 |
Fo |
Automatic synthesis of a NAND circuit |
|
1971 U.S. 3,560,760 patent by David H. Chung and Bill H.
Te |
[131] and Section 4.4 of [13] |
1999 |
Fo |
Automatic synthesis of topology, sizing, placement, and routing of analog electrical circuits |
|
|
[132] |
1999 |
John R. Koza, Fo |
Automatic synthesis of analog circuit equivalent to Philbrick circuit |
|
1956 U.S. 2,730,679 patent by George Philbrick |
Section 4.3 of [13] [133] |
1999 |
John R. Koza, Fo |
Automatic synthesis of an electronic thermometer |
|
Numerous patents |
Section 49.3 of [10] |
1999 |
John R. Koza, Fo |
Automatic synthesis of a voltage reference circuit |
|
Numerous patents |
Section 50.3 of [10] |
2000 |
John R. Koza, Martin A.Keane, Yu, Je |
Automatic synthesis of PID (proportional, integrative, and derivative) controller |
|
1939 U.S. 2,175,985 patent by Albert Callender and Allan Stevenson |
[319] and Section 9.2 of [13] |
2000 |
John R. Koza, Martin A.Keane, Yu, Je |
Automatic synthesis of a PID-D2 (second derivative) type of controller |
|
1942 |
[319] and Section 9.2 of [13] |
2000 |
Howard Barnum, Herbert J. Bernstein, and Lee Spector |
|
|
|
[31a] |
2002 |
Martin A. Keane, John R. Koza, and Matthew J. Streeter |
Creation of PID tuning rules that outperform the Ziegler-Nichols and Åström-Hägglund tuning rules |
|
2005 |
[46], [326], and Chapter 12 of [13] |
2002 |
Martin A. Keane, John R. Koza, and Matthew J. Streeter |
|
|
|
Chapter 13 of [13] and [46] |
2002 |
Matthew J. Streeter, Martin A. Keane, and John R. Koza |
Cubic function generator |
|
2000 U.S. 6,160,427 patent by Stefano Cipriani and Anthony A. Takeshian |
Section 15.4.5 of [13] and [317] |
2002 |
Matthew J. Streeter, Martin A. Keane, and John R. Koza |
Mixed analog-digital variable capacitor circuit |
|
2000 |
Section 15.4.2 of [13] and [317] |
2002 |
Matthew J. Streeter, Martin A. Keane, and John R. Koza |
Voltage-cu |
|
2000 U.S. 6,166,529 patent by Akira Ikeuchi and Naoshi Tokuda |
Section 15.4.4 of [13] and [317] |
2002 |
Matthew J. Streeter, Martin A. Keane, and John R. Koza |
Low-voltage balun circuit |
|
2001 U.S. 6,265,908 patent by Sang Gug Lee |
Section 15.4.1 of [13] and [317] |
2002 |
Matthew J. Streeter, Martin A. Keane, and John R. Koza |
High-cu |
|
2001 U.S. 6,211,726 patent by Timothy Daun-Lindberg and Michael Miller |
Section 15.4.3 of [13] and [317] |
2003 |
John R. Koza, Martin A. Keane, Matthew J. Streeter, William
Mydlowec, Je |
Tunable integrated active filter |
|
2001 U.S. 6,225,859 patent by Robert Irvine and Bernd Kolb |
Section 15.4.6 of [13] |
2003 |
Lee Spector and Herbert J. Bernstein |
|
|
|
[31b] |
2003 |
Lee Spector and Herbert J. Bernstein |
Creation of a novel variant of quantum dense coding |
|
|
[31b] |
2003 |
John R. Koza, Martin A. Keane, Matthew J. Streeter,
William Mydlowec, Je |
Negative feedback |
|
1937 |
Chapter 14 of [13] |
2004 |
Jason D. Lohn, Gregory S. Hornby, and Derek S. Linden |
An Evolved Antenna for Deployment on NASA’s Space Technology
5 Mi |
Gold |
|
[27], [311] |
2004 |
Lee Spector |
Automatic Quantum
Computer Programming: A Genetic Programming Approach |
Gold |
|
[28] |
2004 |
Alex
Fukunaga |
Evolving
Local Search Heuristics for SAT Using Genetic Programming Automated discovery of composite SAT variable-selection
heuristics |
Silver |
|
[100] [101] |
2004 |
Hod Lipson |
Mechanical system composed of rigid members for drawing a straight line |
Silver |
1841 |
Hod Lipson [320] [313] |
2004 |
Bijan KHosraviani, Raymond E. Levitt, and John R. Koza |
Silver |
|
[102] |
|
2004 |
Brian Lam |
Discovery
of Human-Competitive Image Texture Feature Programs Using Genetic programming |
Merit |
|
[105] |
2004 |
Lukas Sekanina |
Novel image filters implemented in hardware |
Merit |
|
[104] |
2005 |
Stefan Preble Hod Lipson Michal Lipson |
Two-dimensional
photonic crystals designed by evolutionary algorithms |
Gold |
|
[106] |
2005 |
John Koza Sameer Al-Sakran Lee Jones |
Telescope eyepiece Automated
Re-Invention of Six Patented Optical Lens Systems using Genetic Programming |
Silver |
1940 |
John Koza Sameer Al-Sakran Lee Jones [34a] and [314] |
2005 |
John Koza Sameer Al-Sakran Lee Jones |
Telescope eyepiece system |
Silver |
1958 |
John Koza Sameer Al-Sakran Lee Jones [34a] and [314] |
2005 |
John Koza Sameer Al-Sakran Lee Jones |
Eyepiece for
optical instruments |
Silver |
1953 |
John Koza Sameer Al-Sakran Lee Jones [34a] and [314] |
2005 |
John Koza Sameer Al-Sakran Lee Jones |
Wide angle
eyepiece |
Silver |
1968 U.S. 3,390,935 patent by Wright H Scidmore |
John Koza Sameer Al-Sakran Lee Jones [34a] and [314] |
2005 |
John Koza Sameer Al-Sakran Lee Jones |
Wide angle
eyepiece |
Silver |
1985 U.S. 4,525,035 patent by Albert Nagler |
John Koza Sameer Al-Sakran Lee Jones [34a] and [314] |
2005 |
John Koza Sameer Al-Sakran Lee Jones |
Telescope eyepiece |
Silver |
2000 U.S. 6,069,750 patent by Noboru Koizumi and Naomi Watanabe |
John Koza Sameer Al-Sakran Lee Jones [34a] and [314] |
2005 |
Paul Ma John A Clark Susan Stepney |
Evolution
of a Human-Competitive Quantum Fourier Transform Algorithm Using Genetic
Programming |
Silver |
|
[107] |
2005 |
Fulvio Corno Edgar Ernesto Sanchez Sanchez Giovanni Squillero |
Evolving Assembly
Programs: How Games Help Microprocessor Validation |
Silver |
|
[108] |
2005 |
Moshe Sipper Yaniv Azaria Ami Hauptman Yoanatan Shichel Eran Ziserman |
Attaining Human-Competitive
Game Playing with Genetic Programming GP-Gammon:
Using Genetic Programming to Evolve Backgammon Players GP-Gammon:
Genetically Programming Backgammon Players |
Bronze |
|
[109], [110], [113] |
2005 |
Moshe Sipper Yaniv Azaria Ami Hauptman Yoanatan Shichel Eran Ziserman |
GP-EndChess:
Using Genetic Programming to Evolve Chess Endgame |
Bronze |
|
[109], [112], |
2005 |
Moshe Sipper Yaniv Azaria Ami Hauptman Yoanatan Shichel Eran Ziserman |
GP-Robocode:
Using Genetic Programming to Evolve Robocode Players |
Bronze |
|
[109], [111] |
2005 |
Joc Cing Nhu Binh Ho |
Evolving
Dispatching Rules for Solving the Flexible Job-Shop Problem
|
Honorable Mention |
|
[115] |
2005 |
Daniel Howard Joseph Kolibal |
Honorable Mention |
|
[114] |
|
2005 |
Maarten Keijzer Martin Baptist Vladan Babovic Javier Uthurburu |
Determining
Equations for Vegetation Induced Resistance using Genetic Programming Modelling Floodplain Biogeomorphology Resistance using Genetic Programming |
Honorable Mention |
|
[116] [117] |
2005 |
John R. Koza, Martin A. Keane, Matthew J. Streeter, and Thomas Adams |
Sallen-Key
filter |
|
|
[301] |
2006 |
Gustavo
Olague Leonardo
Trujillo |
Using Evolution to Learn How to Perform Interest Point Detection Synthesis of Interest Point Detectors Through Genetic Programming |
Bronze |
|
[118] [119] |
2007 |
Ami Hauptman Moshe Sipper |
Evolution of an Efficient Search Algorithm for the Mate-In-N Problem in Chess |
Silver |
|
[127] |
2007 |
Ronan Cummins Colm O'Riordan |
Evolving local and
global weighting schemes in Information Retrieval Term-Weighting in Information Retrieval using Genetic Programming: A Three-Stage Process |
Honorable mention |
|
[128] [129] [130] |
2007 |
Muhammad Adil Raja Raja Muhammad Atif Azad Colin Flanagan Conor Ryan |
Honorable mention |
|
[126] |
|
2007 |
Josh Bongard Hod Lipson |
Automated Reverse Engineering of nonlinear Dynamical Systems |
|
|
[201] |
2007 |
Amr Radi Salah Yaseen El-Bakry Mostafa Y. El-Bakry |
Genetic
programming approach for electron-alkali-metal atom collisions Prediction
of Non Linear System in Optics Using Genetic Programming Genetic programming approach for flow of steady state fluid between two eccentric spheres |
|
|
[205], [206], [207] |
2008 |
Lee Spector, David M. Clark, Ian Lindsay, Bradford Ba |
Genetic Programming for Finite Algebras |
Gold |
|
[120] |
2008 |
Lee Spector and Jon Klein |
Automatic synthesis of quantum
computing circuit for the two-oracle AND/OR problem |
|
|
[315] |
2008 |
Ralf Stadelhofer, Wolfgang Banzhaf, and Dieter Suter |
Automatic synthesis of quantum
computing algorithms for the parity problem a special case of the hidden subgroup problem |
|
|
[316] |
2008 |
|
Automatic synthesis of mechanical vibration absorbers |
|
1911 U.S. 989,958 patent by H. Frahm |
[311] |
2009 |
Stephanie Fo |
Gold |
|
[121] [122] |
|
2009 |
Ami Hauptpman Achiya Elyasaf Moshe Sipper A |
GP-Rush:
Using Genetic Programming to Evolve Solvers for the Rush Hour Puzzle |
Bronze |
|
[123] |
2009 |
Cynthia B. Perez Gustavo Olague |
Learning
Invariant Region Descriptor Operators with Genetic Programming and the
F-measure Evolutionary
Learning of Local Descriptor Operators for Object Recognition |
Bronze |
|
[124] [125] |
2009 |
P. Balasubramaniam, and A. Vincent Antony Kumar. |
Solution of matrix Riccati
differential equation for nonlinear singular system using genetic programming |
|
|
[202] |
2009 |
Michael Schmidt and Hod Lipson |
Distilling Free-Form Natural
Laws from Experimental Data |
|
|
[203], [204] |
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