| 2013 | AISTATS | Structural Expectation Propagation (SEP): Bayesian structure learning for networks with latent variables. | Nevena Lazic, Christopher M. Bishop, John M. Winn |
| 2010 | KES | Embracing Uncertainty: The New Machine Intelligence. | Christopher M. Bishop |
| 2006 | CVPR | Principled Hybrids of Generative and Discriminative Models. | Julia A. Lasserre, Christopher M. Bishop, Thomas P. Minka |
| 2005 | CVPR | Generative versus Discriminative Methods for Object Recognition. | Ilkay Ulusoy, Christopher M. Bishop |
| 2004 | ESANN | Robust Bayesian Mixture Modelling. | Christopher M. Bishop, Markus Svensn |
| 2004 | ICFHR | Distinguishing text from graphics in on-line handwritten ink. | Christopher M. Bishop, Markus Svensn, Geoffrey E. Hinton |
| 2004 | ICFHR | Generative models and Bayesian model comparison for shape recognition. | Balaji Krishnapuram, Christopher M. Bishop, Martin Szummer |
| 2003 | AISTATS | Super-resolution Enhancement of Video. | Christopher M. Bishop, Andrew Blake, Bhaskara Marthi |
| 2003 | AISTATS | Structured Variational Distributions in VIBES. | Christopher M. Bishop, John M. Winn |
| 2003 | UAI | Bayesian Hierarchical Mixtures of Experts. | Christopher M. Bishop, Markus Svensn |
| 2001 | AISTATS | Hyperparameters for Soft Bayesian Model Selection. | Adrian Corduneanu, Christopher M. Bishop |
| 2001 | HotOS | Probabilistic Modelling of Replica Divergence. | Antony I. T. Rowstron, Neil D. Lawrence, Christopher M. Bishop |
| 2000 | ECCV | Non-linear Bayesian Image Modelling. | Christopher M. Bishop, John M. Winn |
| 2000 | UAI | Variational Relevance Vector Machines. | Christopher M. Bishop, Michael E. Tipping |
| 1998 | UAI | Mixture Representations for Inference and Learning in Boltzmann Machines. | Neil D. Lawrence, Christopher M. Bishop, Michael I. Jordan |
| 1996 | ICANN | Bayesian Inference of Noise Levels in Regression. | Christopher M. Bishop, Cazhaow S. Quazaz |
| 1996 | ICANN | GTM: A Principled Alternative to the Self-Organizing Map. | Christopher M. Bishop, Markus Svensn, Christopher K. I. Williams |