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77 Publications

2016 | Thesis | IST-REx-ID: 1126   OA
Pentina A. 2016. Theoretical foundations of multi-task lifelong learning, IST Austria, 127p.
View | Files available | DOI
 
2015 | Journal Article | IST-REx-ID: 1655   OA
Martius GS, Olbrich E. 2015. Quantifying emergent behavior of autonomous robots. Entropy. 17(10), 7266–7297.
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2015 | Conference Paper | IST-REx-ID: 1706   OA
Pentina A, Ben David S. 2015. Multi-task and lifelong learning of kernels. ALT: Algorithmic Learning Theory, LNCS, vol. 9355. 194–208.
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2015 | Conference Paper | IST-REx-ID: 1857   OA
Pentina A, Sharmanska V, Lampert C. 2015. Curriculum learning of multiple tasks. CVPR: Computer Vision and Pattern Recognition 5492–5500.
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2015 | Conference Paper | IST-REx-ID: 1858   OA
Lampert C. 2015. Predicting the future behavior of a time-varying probability distribution. CVPR: Computer Vision and Pattern Recognition 942–950.
View | DOI | Download (ext.) | arXiv
 
2015 | Conference Paper | IST-REx-ID: 1860   OA
Royer A, Lampert C. 2015. Classifier adaptation at prediction time. CVPR: Computer Vision and Pattern Recognition 1401–1409.
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2015 | Journal Article | IST-REx-ID: 1570   OA
Der R, Martius GS. 2015. Novel plasticity rule can explain the development of sensorimotor intelligence. PNAS. 112(45), E6224–E6232.
View | DOI | Download (ext.) | PubMed | Europe PMC
 
2015 | Conference Paper | IST-REx-ID: 1859   OA
Shah N, Kolmogorov V, Lampert C. 2015. A multi-plane block-coordinate Frank-Wolfe algorithm for training structural SVMs with a costly max-oracle. CVPR: Computer Vision and Pattern Recognition 2737–2745.
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2015 | Conference Paper | IST-REx-ID: 1425   OA
Pentina A, Lampert C. 2015. Lifelong learning with non-i.i.d. tasks. NIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, vol. 2015. 1540–1548.
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2015 | Thesis | IST-REx-ID: 1401
Sharmanska V. 2015. Learning with attributes for object recognition: Parametric and non-parametrics views, IST Austria, 144p.
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2015 | Journal Article | IST-REx-ID: 1533
Xia W, Domokos C, Xiong J, Cheong L, Yan S. 2015. Segmentation over detection via optimal sparse reconstructions. IEEE Transactions on Circuits and Systems for Video Technology. 25(8), 1295–1308.
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2014 | Conference Paper | IST-REx-ID: 2171   OA
Kolesnikov A, Guillaumin M, Ferrari V, Lampert C. 2014. Closed-form approximate CRF training for scalable image segmentation. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). ECCV: European Conference on Computer Vision, LNCS, vol. 8691. 550–565.
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2014 | Conference Paper | IST-REx-ID: 2033   OA
Hernandez Lobato D, Sharmanska V, Kersting K, Lampert C, Quadrianto N. 2014. Mind the nuisance: Gaussian process classification using privileged noise. Advances in Neural Information Processing Systems. NIPS: Neural Information Processing Systems vol. 1. 837–845.
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2014 | Conference Paper | IST-REx-ID: 2057   OA
Morvant E, Habrard A, Ayache S. 2014. Majority vote of diverse classifiers for late fusion. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). IAPR: International Workshop on Structural, Syntactic, and Statistical Pattern Recognition, LNCS, vol. 8621. 153–162.
View | DOI | Download (ext.) | arXiv
 
2014 | Conference Paper | IST-REx-ID: 2172
Sydorov V, Sakurada M, Lampert C. 2014. Deep Fisher Kernels – End to end learning of the Fisher Kernel GMM parameters. Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition. CVPR: Computer Vision and Pattern Recognition 1402–1409.
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2014 | Conference Paper | IST-REx-ID: 2189   OA
Morvant E. 2014. Adaptation de domaine de vote de majorité par auto-étiquetage non itératif. CAP: Conférence Francophone sur l’Apprentissage Automatique (Machine Learning French Conference) vol. 1. 49–58.
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2014 | Conference Paper | IST-REx-ID: 2160   OA
Pentina A, Lampert C. 2014. A PAC-Bayesian bound for Lifelong Learning. ICML: International Conference on Machine Learning vol. 32. 991–999.
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2014 | Conference Paper | IST-REx-ID: 2173   OA
Khamis S, Lampert C. 2014. CoConut: Co-classification with output space regularization. Proceedings of the British Machine Vision Conference 2014. BMVC: British Machine Vision Conference
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2014 | Journal Article | IST-REx-ID: 2180   OA
Bellet A, Habrard A, Morvant E, Sebban M. 2014. Learning a priori constrained weighted majority votes. Machine Learning. 97(1–2), 129–154.
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2014 | Book Chapter | IST-REx-ID: 1829
Muelling K, Kroemer O, Lampert C, Schölkopf B. 2014. Movement templates for learning of hitting and batting. Learning Motor Skills. From Algorithms to Robot Experiments, Springer Tracts in Advanced Robotics, vol. 97. 69–82.
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