| 2011 | ICML | Learning Linear Functions with Quadratic and Linear Multiplicative Updates. | Tom Bylander |
| 2006 | FlAIRS | Using Validation Sets to Avoid Overfitting in AdaBoost. | Tom Bylander, Lisa Tate |
| 2006 | GECCO | Predicting currency exchange rates by genetic programming with trigonometric functions and high-order statistics. | Roy Schwaerzel, Tom Bylander |
| 1999 | AAAI | Estimating Generalization Error Using Out-of-Bag Estimates. | Tom Bylander, Dennis Hanzlik |
| 1997 | AAAI | Worst-Case Absolute Loss Bounds for Linear Learning Algorithms. | Tom Bylander |
| 1997 | AAAI | A Linear Programming Heuristic for Optimal Planning. | Tom Bylander |
| 1997 | COLT | Learning Probabilistically Consistent Linear Threshold Functions. | Tom Bylander |
| 1997 | COLT | The Binary Exponentiated Gradient Algorithm for Learning Linear Functions. | Tom Bylander |
| 1994 | COLT | Learning Linear Threshold Functions in the Presence of Classification Noise. | Tom Bylander |
| 1993 | AAAI | An Average Case Analysis of Planning. | Tom Bylander |
| 1993 | COLT | Polynomial Learnability of Linear Threshold Approximations. | Tom Bylander |
| 1992 | AAAI | Complexity Results for Serial Decomposability. | Tom Bylander |
| 1991 | AAAI | The Qualitative Difference Resolution Rule. | Tom Bylander |
| 1991 | ICML | Generating Error Candidates for Assigning Blame in a Knowledge Base. | Michael A. Weintraub, Tom Bylander |
| 1991 | IJCAI | Complexity Results for Planning. | Tom Bylander |
| 1991 | KR | The Monotonic Abduction Problem: A Functional Characterization on the Edge of Tractability. | Tom Bylander |
| 1989 | ICTAI | Structured matching: a task-specific technique for making decisions. | Tom Bylander, Todd R. Johnson, Ashok K. Goel |
| 1989 | KR | Some Results Concerning the Computational Complexity of Abduction. | Tom Bylander, Dean Allemang, Michael C. Tanner, John R. Josephson |
| 1987 | HCI | The Generic Task Toolset. | Tom Bylander, B. Chandrasekaran, John R. Josephson |
| 1987 | IJCAI | Computational Complexity of Hypothesis Assembly. | Dean Allemang, Michael C. Tanner, Tom Bylander, John R. Josephson |
| 1985 | IJCAI | Understanding Behavior Using Consolidation. | Tom Bylander, B. Chandrasekaran |
| 1983 | IJCAI | CSRL: A Language for Expert Systems for Diagnosis. | Tom Bylander, Sanjay Mittal, B. Chandrasekaran |