Anna Choromanska

According to our database1, Anna Choromanska authored at least 23 papers between 2012 and 2019.

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Bibliography

2019
A deep learning gated architecture for UGV navigation robust to sensor failures.
Robotics and Autonomous Systems, 2019

Extreme Multiclass Classification Criteria.
Computation, 2019

Beyond Backprop: Online Alternating Minimization with Auxiliary Variables.
Proceedings of the 36th International Conference on Machine Learning, 2019

2018
Adversarial Learning-Based On-Line Anomaly Monitoring for Assured Autonomy.
Proceedings of the 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2018

VisualBackProp: Efficient Visualization of CNNs for Autonomous Driving.
Proceedings of the 2018 IEEE International Conference on Robotics and Automation, 2018

A Deep Unsupervised Learning Approach Toward MTBI Identification Using Diffusion MRI.
Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018

2017
Sensor modality fusion with CNNs for UGV autonomous driving in indoor environments.
Proceedings of the 2017 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2017

Simultaneous Learning of Trees and Representations for Extreme Classification and Density Estimation.
Proceedings of the 34th International Conference on Machine Learning, 2017

Entropy-SGD: Biasing Gradient Descent Into Wide Valleys.
Proceedings of the 5th International Conference on Learning Representations, 2017

Structured adaptive and random spinners for fast machine learning computations.
Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, 2017

2016
Binary embeddings with structured hashed projections.
Proceedings of the 33nd International Conference on Machine Learning, 2016

2015
Deep learning with Elastic Averaging SGD.
Proceedings of the 3rd International Conference on Learning Representations, 2015

Deep learning with Elastic Averaging SGD.
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

Logarithmic Time Online Multiclass prediction.
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

Open Problem: The landscape of the loss surfaces of multilayer networks.
Proceedings of The 28th Conference on Learning Theory, 2015

The Loss Surfaces of Multilayer Networks.
Proceedings of the Eighteenth International Conference on Artificial Intelligence and Statistics, 2015

Automated Analysis of Images from Confocal Laser Scanning Microscopy Applied to Observation of Calcium Channel Subunits in Nerve Cell Model Line Subjected Electroporation and Calcium.
Proceedings of the Intelligent Information and Database Systems - 7th Asian Conference, 2015

2014
Semistochastic Quadratic Bound Methods for Convex and Nonconvex Learning Problems.
Proceedings of the 2nd International Conference on Learning Representations, 2014

2013
Fast Spectral Clustering via the Nyström Method.
Proceedings of the Algorithmic Learning Theory - 24th International Conference, 2013

Differentially-Private Learning of Low Dimensional Manifolds.
Proceedings of the Algorithmic Learning Theory - 24th International Conference, 2013

2012
Online Clustering with Experts.
Proceedings of the Workshop on On-line Trading of Exploration and Exploitation 2, 2012

Online Clustering with Experts.
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics, 2012

Majorization for CRFs and Latent Likelihoods.
Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012


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