| 2005 | AAMAS | Learning to Coordinate Using Commitment Sequences in Cooperative Multi-agent Systems. | Spiros Kapetanakis, Daniel Kudenko, Malcolm J. A. Strens |
| 2005 | AAMAS | Learning Multi-agent Search Strategies. | Malcolm J. A. Strens |
| 2005 | AAMAS | Combining Planning with Reinforcement Learning for Multi-robot Task Allocation. | Malcolm J. A. Strens, Neil Windelinckx |
| 2004 | ECAI | Algorithms for Distributed Exploration. | Thomas Walker, Daniel Kudenko, Malcolm J. A. Strens |
| 2004 | ICML | Efficient hierarchical MCMC for policy search. | Malcolm J. A. Strens |
| 2003 | ICML | Evolutionary MCMC Sampling and Optimization in Discrete Spaces. | Malcolm J. A. Strens |
| 2002 | AAMAS | Reinforcement Learning Approaches to Coordination in Cooperative Multi-agent Systems. | Spiros Kapetanakis, Daniel Kudenko, Malcolm J. A. Strens |
| 2002 | ICML | Markov Chain Monte Carlo Sampling using Direct Search Optimization. | Malcolm J. A. Strens, Mark Bernhardt, Nicholas Everett |
| 2001 | ICML | Direct Policy Search using Paired Statistical Tests. | Malcolm J. A. Strens, Andrew W. Moore |
| 2000 | ICML | A Bayesian Framework for Reinforcement Learning. | Malcolm J. A. Strens |
| 1998 | ICPR | Representation of uncertainty in spatial target tracking. | Tim Baker, Malcolm J. A. Strens |
| 1997 | ICIP | Constraint Directed Learning for Unsupervised Image Sequence Segmentation. | Malcolm J. A. Strens, James F. Boyce |