Journal Articles
Pitkow X, Liu S, Angelaki D, DeAngelis GD, Pouget A (2015). How can single sensory neurons predict behavior? Neuron 87(2): 411–423. doi:10.1016/j.neuron.2015.06.033.
Moreno-Bote R, Beck J, Kanitscheider I, Pitkow X, Latham P, Pouget A (2014). Information-limiting correlations. Nature Neuroscience 17: 1410–1417. doi:10.1038/nn.3807.
Beck J, Ma WJ, Pitkow X, Latham P, Pouget A (2012). Not noisy, just wrong: the role of suboptimal inference in behavioral variability. Neuron 74(1): 30–39. doi: 10.1016/j.neuron.2012.03.016.
Pitkow X, Meister M (2012). Decorrelation and efficient coding by retinal ganglion cells. Nature Neuroscience 15: 628–35. doi: 10.1038/nn.3064.
Pitkow X (2010). Exact feature probabilities in images with occlusion. Journal of Vision 10(14): 42.
Pitkow X, Sompolinsky H, Meister M (2007). A neural computation for visual acuity in the presence of eye movements. PLoS Biology 5(12): e331.
Conference Papers
Pitkow X (2012). Compressive neural representation of sparse, high-dimensional probabilities. Advances in Neural Information Processing Systems. (4-minute version)
Pitkow X, Ahmadian Y, Miller DK (2011). Learning unbelievable probabilities. Advances in Neural Information Processing Systems.
Book Chapters
Pitkow X, Meister M (2014). Neural computation in sensory systems. (To appear in The Cognitive Neurosciences V, MS Gazzaniga & GR Mangun eds., MIT Press.)
Pitkow X (2011). What is an image? In Elkins J, Naef M (eds.) What Is an Image? (160–161). Penn State University Press.
Recent Posters
- How brain areas can predict behavior, yet have no influence
- How can single neurons predict behavior?
- Compressive neural representation of high-dimensional probabilities
- Learning unbelievable probabilities
- Approximate inference by neural circuits
- Contour integration by lateral connectivity
- Bayesian model of surface fill-in using edge statistics
- Decorrelation by retinal ganglion cells
- Calculating arbitrary statistics for natural images
- Inference of object attributes from local image features
- Visual acuity in the presence of eye movements