My publications are listed below in reverse chronological order. My Google Scholar page may also be a useful resource. This page was last updated on March 13, 2015.


J Sohl-Dickstein, E Weiss, N Maheswaranathan, S Ganguli. Deep Unsupervised Learning using Nonequilibrium ThermodynamicsUnder Review [preprint]

J Sohl-Dickstein, CM Wang, BA Olshausen. Learning and inference in high dimensional Lie group models, and their application to natural moviesUnder 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 echolocationTransactions in Biomedical Engineering (2015) [paper]

U Koster, J Sohl-Dickstein, CM Gray, B Olshausen. Modeling higher-order correlations within cortical microcolumnsPLoS Computational Biology (2014) [paper]

J Sohl-Dickstein, B Poole, S Ganguli. Fast large-scale optimization by unifying stochastic gradient and quasi-Newton methodsInternational Conference on Machine Learning (2014) [paper] [code]

J Sohl-Dickstein, M Mudigonda, M DeWeese. Hamiltonian Monte Carlo Without Detailed BalanceInternational 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 CortexNeuron (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 imagesMedical physics (2012) [paper]

J Sohl-Dickstein. Efficient Methods for Unsupervised Learning of Probabilistic ModelsPh.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 CodingProceedings 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]