| 2012 | ISAIM | The performance of a new hybrid classifier based on boxes and nearest neighbors. | Martin Anthony, Joel Ratsaby |
| 2012 | ISAIM | A new imputation method for incomplete binary data. | Munevver Mine Subasi, Peter L. Hammer, Ersoy Subasi, Martin Anthony |
| 2006 | IJCNN | A New Constructive Approach for Creating All Linearly Separable (Threshold) Functions. | Leonardo Franco, Jos Luis Subirats, Martin Anthony, Jos M. Jerez |
| 2004 | IJCNN | On learning a function of perceptrons. | Martin Anthony |
| 2004 | IJCNN | On a generalization complexity measure for Boolean functions. | Leonardo Franco, Martin Anthony |
| 1998 | COLT | Cross-Validation for Binary Classification by Real-Valued Functions: Theoretical Analysis. | Martin Anthony, Sean B. Holden |
| 1996 | COLT | A Framework for Structural Risk Minimisation. | John Shawe-Taylor, Peter L. Bartlett, Robert C. Williamson, Martin Anthony |
| 1993 | COLT | On the Power of Polynomial Discriminators and Radial Basis Function Networks. | Martin Anthony, Sean B. Holden |
| 1992 | COLT | On Exact Specification by Examples. | Martin Anthony, Graham R. Brightwell, David A. Cohen, John Shawe-Taylor |
| 1990 | ASIACRYPT | Some Remarks on Authentication Systems. | Martin Anthony, Keith M. Martin, Jennifer Seberry, Peter R. Wild |
| 1990 | COLT | The Learnability of Formal Concepts. | Martin Anthony, Norman Biggs, John Shawe-Taylor |