My publications are listed below in reverse chronological order. This page was last updated on March 13, 2015. My Google Scholar page is much more up to date!
J Sohl-Dickstein, E Weiss, N Maheswaranathan, S Ganguli. Deep Unsupervised Learning using Nonequilibrium Thermodynamics. Under Review [preprint]
J Sohl-Dickstein, CM Wang, BA Olshausen. Learning and inference in high dimensional Lie group models, and their application to natural movies. Under Revision [preprint]
K Kinch, J Bell III, W Goetz, J Johnson, J Joseph, M Madsen, J Sohl-Dickstein. Dust deposition on the decks of the Mars Exploration Rovers: 10 years of dust dynamics on the Panoramic Camera calibration targets. Under Revision
J Sohl-Dickstein, S Teng, B Gaub, C Rodgers, C Li, M DeWeese, N Harper. A device for human ultrasonic echolocation. Transactions in Biomedical Engineering (2015) [paper]
U Koster, J Sohl-Dickstein, CM Gray, B Olshausen. Modeling higher-order correlations within cortical microcolumns. PLoS Computational Biology (2014) [paper]
J Sohl-Dickstein, B Poole, S Ganguli. Fast large-scale optimization by unifying stochastic gradient and quasi-Newton methods. International Conference on Machine Learning (2014) [paper] [code]
J Sohl-Dickstein, M Mudigonda, M DeWeese. Hamiltonian Monte Carlo Without Detailed Balance. International Conference on Machine Learning (2014) [paper] [code]
LS Hamilton, J Sohl-Dickstein, AG Huth, VM Carels, K Deisseroth, S Bao. Optogenetic Activation of an Inhibitory Network Enhances Feedforward Functional Connectivity in Auditory Cortex. Neuron (2013) [paper] [code]
B Poole, J Sohl-Dickstein, S Ganguli. Analyzing noise in autoencoders and deep networks. Deep Learning Workshop, NIPS 2013 (2013) [paper]
L Theis, J Sohl-Dickstein, M Bethge. Training sparse natural image models with a fast Gibbs sampler of an extended state space. Neural Information Processing Systems (2012) [paper]
CK Abbey, A Nosratieh, J Sohl-Dickstein, K Yang, JM Boone. Non-Gaussian statistical properties of breast images. Medical physics (2012) [paper]
J Sohl-Dickstein. Efficient Methods for Unsupervised Learning of Probabilistic Models. Ph.D. Thesis, UC Berkeley (2012) [paper]
C Hillar, J Sohl-Dickstein, K Koepsell. Efficient and optimal binary Hopfield associative memory storage using minimum probability flow. Redwood Technical Report (2012) [paper]
BF Albanna, C Hillar, J Sohl-Dickstein, MR DeWeese. Minimum and maximum entropy distributions for binary systems with known means and pairwise correlations. Redwood Technical Report (2012) [paper]
J Sohl-Dickstein. The natural gradient by analogy to signal whitening, and recipes and tricks for its use. Redwood Technical Report (2012) [paper]
J Sohl-Dickstein, BJ Culpepper. Hamiltonian annealed importance sampling for partition function estimation. Redwood Technical Report (2011) [paper] [code]
J Sohl-Dickstein, P Battaglino, M DeWeese. New method for parameter estimation in probabilistic models: Minimum probability flow. Physical Review Letters (2011) [paper] [code]
BJ Culpepper, J Sohl-Dickstein, B Olshausen. Building a better probabilistic model of images by factorization. International Conference on Computer Vision (2011) [paper]
J Sohl-Dickstein, P Battaglino, M DeWeese. Minimum probability flow learning. International Conference on Machine Learning (2011) “Distinguished Paper” award [paper] [code]
CM Wang, J Sohl-Dickstein, I Tosik. Lie Group Transformation Models for Predictive Video Coding. Proceedings of the Data Compression Conference (2011) [paper]
A Hayes, J Grotzinger, L Edgar, SW Squyres, W Watters, J Sohl-Dickstein. Reconstruction of Eolian Bed Forms and Paleocurrents from Cross-Bedded Strata at Victoria Crater, Meridiani Planum, Mars. Journal of Geophysical Research (2011) [paper]
C Abbey, J Sohl-Dickstein, BA Olshausen. Higher-order scene statistics of breast images. Proceedings of SPIE (2009) [paper]
K Kinch, J Sohl-Dickstein, J Bell III, JR Johnson, W Goetz, GA Landis. Dust deposition on the Mars Exploration Rover Panoramic Camera (Pancam) calibration targets. Journal of Geophysical Research-Planets (2007) [paper]
JR Johnson, J Sohl-Dickstein, WM Grundy, RE Arvidson, J Bell III, P Christensen, T Graff, EA Guinness, K Kinch, R Morris, MK Shepard. Radiative transfer modeling of dust-coated Pancam calibration target materials: Laboratory visible/near-infrared spectrogoniometry. Journal of Geophysical Research (2006) [paper]
J Bell III, J Joseph, J Sohl-Dickstein, H Arneson, M Johnson, M Lemmon, D Savransky In-flight calibration and performance of the Mars Exploration Rover Panoramic Camera (Pancam) instruments. Journal of Geophysical Research (2006) [paper]
Parker et al. Stratigraphy and sedimentology of a dry to wet eolian depositional system, Burns formation, Meridiani Planum, Mars. Earth and Planetary Science Letters (2005) [paper]
Soderblom et al. Pancam multispectral imaging results from the Opportunity rover at Meridiani Planum. Science (2004) [paper]
Soderblom et al. Pancam multispectral imaging results from the Spirit rover at Gusev crater. Science (2004) [paper]
Smith et al. Athena microscopic imager investigation. Journal of Geophysical Research (2003) [paper]
J Bell III et al. Mars exploration rover Athena panoramic camera (Pancam) investigation. Journal of Geophysical Research (2003) [paper]