| 2005 | WACV | Automatic In Situ Identification of Plankton. | Matthew B. Blaschko, Gary Holness, Marwan A. Mattar, Dimitri A. Lisin, Paul E. Utgoff, Allen R. Hanson, Howard J. Schultz, Edward M. Riseman, Michael E. Sieracki, William M. Balch, Ben Tupper |
| 2002 | ICML | Randomized Variable Elimination. | David J. Stracuzzi, Paul E. Utgoff |
| 1999 | ICML | Approximation Via Value Unification. | Paul E. Utgoff, David J. Stracuzzi |
| 1998 | FlAIRS | Interactively Training Pixel Classifiers. | Justus H. Piater, Edward M. Riseman, Paul E. Utgoff |
| 1998 | ICML | Classification Using Phi-Machines and Constructive Function Approximation. | Doina Precup, Paul E. Utgoff |
| 1994 | ICML | An Improved Algorithm for Incremental Induction of Decision Trees. | Paul E. Utgoff |
| 1992 | ICML | A Teaching Method for Reinforcement Learning. | Jeffery A. Clouse, Paul E. Utgoff |
| 1992 | ICML | Automatic Feature Generation for Problem Solving Systems. | Tom Fawcett, Paul E. Utgoff |
| 1991 | AAAI | Constructive Induction on Domain Information. | James P. Callan, Paul E. Utgoff |
| 1991 | AAAI | Two Kinds of Training Information For Evaluation Function Learning. | Paul E. Utgoff, Jeffrey A. Clouse |
| 1991 | ICML | A Transformational Approach to Constructive Induction. | James P. Callan, Paul E. Utgoff |
| 1991 | ICML | A Hybrid Method for Feature Generation. | Tom Fawcett, Paul E. Utgoff |
| 1990 | AAAI | Explaining Temporal Differences to Create Useful Concepts for Evaluating States. | Richard C. Yee, Sharad Saxena, Paul E. Utgoff, Andrew G. Barto |
| 1990 | ICML | An Incremental Method for Finding Multivariate Splits for Decision Trees. | Paul E. Utgoff, Carla E. Brodley |
| 1989 | ICML | Improved Training Via Incremental Learning. | Paul E. Utgoff |
| 1988 | AAAI | Perceptron Trees: A Case Study In Hybrid Concept Representations. | Paul E. Utgoff |
| 1988 | ICML | ID5: An Incremental ID3. | Paul E. Utgoff |
| 1987 | AAAI | Learning to Control a Dynamic Physical System. | Margaret E. Connell, Paul E. Utgoff |
| 1983 | IJCAI | Adjusting Bias in Concept Learning. | Paul E. Utgoff |
| 1982 | AAAI | Acquisition of Appropriate Bias for Inductive Concept Learning. | Paul E. Utgoff, Tom M. Mitchell |
| 1981 | IJCAI | Learning Problem-Solving Heuristics Through Practice. | Tom M. Mitchell, Paul E. Utgoff, Bernard Nudel, Ranan B. Banerji |