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Anna Choromanska
Anna Choromanska
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Title
Cited by
Cited by
Year
The loss surfaces of multilayer networks
A Choromanska, M Henaff, M Mathieu, GB Arous, Y LeCun
Artificial intelligence and statistics, 192-204, 2015
15952015
Entropy SGD: biasing gradient descent into wide valleys
P Chaudhari, A Choromanska, S Soatto, Y LeCun, C Baldassi, C Borgs, ...
International Conference on Learning Representations, 1-19, 2017
7872017
Deep learning with elastic averaging SGD
S Zhang, AE Choromanska, Y LeCun
Advances in neural information processing systems 28, 2015
7192015
Explaining how a deep neural network trained with end-to-end learning steers a car
M Bojarski, P Yeres, A Choromanska, K Choromanski, B Firner, L Jackel, ...
arXiv preprint arXiv:1704.07911, 2017
5322017
End to end learning for self-driving cars. arXiv 2016
M Bojarski, D Del Testa, D Dworakowski, B Firner, B Flepp, P Goyal, ...
arXiv preprint arXiv:1604.07316 103, 2016
2542016
Open problem: The landscape of the loss surfaces of multilayer networks
A Choromanska, Y LeCun, GB Arous
Conference on Learning Theory, 1756-1760, 2015
1392015
Towards automated melanoma detection with deep learning: Data purification and augmentation
D Bisla, A Choromanska, RS Berman, JA Stein, D Polsky
Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2019
1242019
Visualbackprop: Efficient visualization of cnns for autonomous driving
M Bojarski, A Choromanska, K Choromanski, B Firner, LJ Ackel, U Muller, ...
2018 IEEE International Conference on Robotics and Automation (ICRA), 4701-4708, 2018
1022018
Visualbackprop: visualizing cnns for autonomous driving
M Bojarski, A Choromanska, K Choromanski, B Firner, L Jackel, U Muller, ...
arXiv preprint arXiv:1611.05418 2, 1.2, 2016
992016
Logarithmic time online multiclass prediction
AE Choromanska, J Langford
Advances in neural information processing systems 28, 2015
892015
Sensor modality fusion with CNNs for UGV autonomous driving in indoor environments
N Patel, A Choromanska, P Krishnamurthy, F Khorrami
2017 IEEE/RSJ International Conference on Intelligent Robots and Systems …, 2017
742017
Fast spectral clustering via the nyström method
A Choromanska, T Jebara, H Kim, M Mohan, C Monteleoni
Algorithmic Learning Theory: 24th International Conference, ALT 2013 …, 2013
732013
Beyond backprop: Online alternating minimization with auxiliary variables
A Choromanska, B Cowen, S Kumaravel, R Luss, M Rigotti, I Rish, ...
International Conference on Machine Learning, 1193-1202, 2019
702019
Visualbackprop: efficient visualization of cnns
M Bojarski, A Choromanska, K Choromanski, B Firner, L Jackel, U Muller, ...
arXiv preprint arXiv:1611.05418, 2016
612016
Online clustering with experts
A Choromanska, C Monteleoni
Artificial Intelligence and Statistics, 227-235, 2012
582012
Automatic reconstruction of neural morphologies with multi-scale tracking
A Choromanska, SF Chang, R Yuste
Frontiers in neural circuits 6, 25, 2012
452012
Structured adaptive and random spinners for fast machine learning computations
M Bojarski, A Choromanska, K Choromanski, F Fagan, C Gouy-Pailler, ...
Artificial intelligence and statistics, 1020-1029, 2017
442017
Binary embeddings with structured hashed projections
A Choromanska, K Choromanski, M Bojarski, T Jebara, S Kumar, ...
International Conference on Machine Learning, 344-353, 2016
412016
Learning to score behaviors for guided policy optimization
A Pacchiano, J Parker-Holder, Y Tang, K Choromanski, A Choromanska, ...
International Conference on Machine Learning, 7445-7454, 2020
392020
Simultaneous learning of trees and representations for extreme classification and density estimation
Y Jernite, A Choromanska, D Sontag
International Conference on Machine Learning, 1665-1674, 2017
392017
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Articles 1–20