Luo, X., Roads, B. D., & Love, B. C. (2021). The Costs and Benefits of Goal-Directed Attention in Deep Convolutional Neural Networks. Computational Brain & Behavior. doi: [ Open Access ]
Roads, B. D. & Mozer, M. C. (2021). Predicting the Ease of Human Category Learning Using Radial Basis Function Networks. Neural Computation. doi: 10.1162/neco_a_01349 [ Link ] [ Preprint ]
Love, B. C. & Roads, B. D. (2020). Similarity as a Window on the Dimensions of Object Representation. Trend in Cognitive Sciences. doi: [ link ]
Attarian, M., Roads, B. D., & Mozer, M. C. (2020). Transforming neural network representations to predict human judgments of similarity. Workshop on Shared Visual Representations in Human and Machine Intelligence (SVRHM 2020). [ arXiv ]
Roads, B. D. & Love, B. C. (2020). Enriching ImageNet with Human Similarity Judgments and Psychological Embeddings. arXiv. [ arXiv ]
Roads, B. D. & Love, B. C. (2020). Learning as the unsupervised alignment of conceptual systems. Nature Machine Intelligence. doi: 10.1038/s42256-019-0132-2 [ Link ] [ arXiv ]
Roads, B. D. & Mozer, M. C. (in preparation). Using human-surrogate models to optimize training sequences during visual category training.
Roads, B. D. & Mozer, M. C. (in preparation). Using enriched training environments for visual category training.
Roads, B. D. & Mozer, M. C. (2019). Obtaining psychological embeddings through joint kernel and metric learning. Behavior Research Methods. doi: 10.3758/s13428-019-01285-3 [ Open Access ]
Roads, B. D., Xu, B., Robinson, J. K., & Tanaka, J. W. (2018). The easy-to-hard training advantage with real-world medical images. Cognitive Research: Principles and Implications, 3(38). doi: 10.1186/s41235-018-0131-6 [ Open Access ]
Snell, J., Ridgeway, K., Liao, R., Roads, B. D., Mozer, M. C., & Zemel, R. S. (2017). Learning to generate images with perceptual similarity metrics. Accepted for publication in IEEE International Conference on Image Processing. arXiv:1511.06409v3
Roads, B. D. & Mozer, M. C. (2017). Improving human-machine cooperative classification via cognitive theories of similarity. Cognitive Science: A Multidisciplinary Journal, 41, 1394-1411. doi: 10.1111/cogs.12400 [ PDF ]
Khajah, M., Roads, B. D., Lindsey, R. V., Liu, Y.-E., & Mozer, M. C. (2016). Designing engaging games using Bayesian optimization. In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems (pp. 5571-5582). New York: ACM. doi: 10.1145/2858036.2858253 [ PDF ]
Roads, B. D., Mozer, M. C., & Busey, T. A. (2016). Using highlighting to train attentional expertise. PLoS ONE, 11(1): e0146266. doi:10.1371/journal.pone.0146266 [ PDF ]


Roads, B. D. (2017). Accelerating human visual concept learning and boosting performance via computational models of perception and cognition. [ PDF ]
Preliminary Exam
Roads, B. D. (2015). Human-computer cooperation for fine-grained visual categorization. [ PDF ]