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77 Publications

2016 | Thesis | IST-REx-ID: 1126   OA
Pentina, Anastasia. Theoretical Foundations of Multi-Task Lifelong Learning. IST Austria, 2016. https://doi.org/10.15479/AT:ISTA:TH_776.
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2015 | Journal Article | IST-REx-ID: 1655   OA
Martius, Georg S, and Eckehard Olbrich. “Quantifying Emergent Behavior of Autonomous Robots.” Entropy 17, no. 10 (2015): 7266–97. https://doi.org/10.3390/e17107266.
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2015 | Conference Paper | IST-REx-ID: 1706   OA
Pentina, Anastasia, and Shai Ben David. “Multi-Task and Lifelong Learning of Kernels,” 9355:194–208. Springer, 2015. https://doi.org/10.1007/978-3-319-24486-0_13.
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2015 | Conference Paper | IST-REx-ID: 1857   OA
Pentina, Anastasia, Viktoriia Sharmanska, and Christoph Lampert. “Curriculum Learning of Multiple Tasks,” 5492–5500. IEEE, 2015. https://doi.org/10.1109/CVPR.2015.7299188.
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2015 | Conference Paper | IST-REx-ID: 1858   OA
Lampert, Christoph. “Predicting the Future Behavior of a Time-Varying Probability Distribution,” 942–50. IEEE, 2015. https://doi.org/10.1109/CVPR.2015.7298696.
View | DOI | Download (ext.) | arXiv
 
2015 | Conference Paper | IST-REx-ID: 1860   OA
Royer, Amélie, and Christoph Lampert. “Classifier Adaptation at Prediction Time,” 1401–9. IEEE, 2015. https://doi.org/10.1109/CVPR.2015.7298746.
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2015 | Journal Article | IST-REx-ID: 1570   OA
Der, Ralf, and Georg S Martius. “Novel Plasticity Rule Can Explain the Development of Sensorimotor Intelligence.” PNAS 112, no. 45 (2015): E6224–32. https://doi.org/10.1073/pnas.1508400112.
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2015 | Conference Paper | IST-REx-ID: 1859   OA
Shah, Neel, Vladimir Kolmogorov, and Christoph Lampert. “A Multi-Plane Block-Coordinate Frank-Wolfe Algorithm for Training Structural SVMs with a Costly Max-Oracle,” 2737–45. IEEE, 2015. https://doi.org/10.1109/CVPR.2015.7298890.
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2015 | Conference Paper | IST-REx-ID: 1425   OA
Pentina, Anastasia, and Christoph Lampert. “Lifelong Learning with Non-i.i.d. Tasks,” 2015:1540–48. Neural Information Processing Systems, 2015.
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2015 | Thesis | IST-REx-ID: 1401
Sharmanska, Viktoriia. Learning with Attributes for Object Recognition: Parametric and Non-Parametrics Views. IST Austria, 2015.
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2015 | Journal Article | IST-REx-ID: 1533
Xia, Wei, Csaba Domokos, Junjun Xiong, Loongfah Cheong, and Shuicheng Yan. “Segmentation over Detection via Optimal Sparse Reconstructions.” IEEE Transactions on Circuits and Systems for Video Technology 25, no. 8 (2015): 1295–1308. https://doi.org/10.1109/TCSVT.2014.2379972.
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2014 | Conference Paper | IST-REx-ID: 2171   OA
Kolesnikov, Alexander, Matthieu Guillaumin, Vittorio Ferrari, and Christoph Lampert. “Closed-Form Approximate CRF Training for Scalable Image Segmentation.” In Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), edited by David Fleet, Tomas Pajdla, Bernt Schiele, and Tinne Tuytelaars, 8691:550–65. Springer, 2014. https://doi.org/10.1007/978-3-319-10578-9_36.
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2014 | Conference Paper | IST-REx-ID: 2033   OA
Hernandez Lobato, Daniel, Viktoriia Sharmanska, Kristian Kersting, Christoph Lampert, and Novi Quadrianto. “Mind the Nuisance: Gaussian Process Classification Using Privileged Noise.” In Advances in Neural Information Processing Systems, 1:837–45. Neural Information Processing Systems, 2014.
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2014 | Conference Paper | IST-REx-ID: 2057   OA
Morvant, Emilie, Amaury Habrard, and Stéphane Ayache. “Majority Vote of Diverse Classifiers for Late Fusion.” In Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 8621:153–62. Springer, 2014. https://doi.org/10.1007/978-3-662-44415-3_16.
View | DOI | Download (ext.) | arXiv
 
2014 | Conference Paper | IST-REx-ID: 2172
Sydorov, Vladyslav, Mayu Sakurada, and Christoph Lampert. “Deep Fisher Kernels – End to End Learning of the Fisher Kernel GMM Parameters.” In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1402–9. IEEE, 2014. https://doi.org/10.1109/CVPR.2014.182.
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2014 | Conference Paper | IST-REx-ID: 2189   OA
Morvant, Emilie. “Adaptation de Domaine de Vote de Majorité Par Auto-Étiquetage Non Itératif,” 1:49–58. Elsevier, 2014.
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2014 | Conference Paper | IST-REx-ID: 2160   OA
Pentina, Anastasia, and Christoph Lampert. “A PAC-Bayesian Bound for Lifelong Learning.” edited by Eric Xing and Tony Jebara, 32:991–99. Omnipress, 2014.
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2014 | Conference Paper | IST-REx-ID: 2173   OA
Khamis, Sameh, and Christoph Lampert. “CoConut: Co-Classification with Output Space Regularization.” In Proceedings of the British Machine Vision Conference 2014. BMVA Press, 2014.
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2014 | Journal Article | IST-REx-ID: 2180   OA
Bellet, Aurélien, Amaury Habrard, Emilie Morvant, and Marc Sebban. “Learning a Priori Constrained Weighted Majority Votes.” Machine Learning 97, no. 1–2 (2014): 129–54. https://doi.org/10.1007/s10994-014-5462-z.
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2014 | Book Chapter | IST-REx-ID: 1829
Muelling, Katharina, Oliver Kroemer, Christoph Lampert, and Bernhard Schölkopf. “Movement Templates for Learning of Hitting and Batting.” In Learning Motor Skills, edited by Jens Kober and Jan Peters, 97:69–82. From Algorithms to Robot Experiments. Springer, 2014. https://doi.org/10.1007/978-3-319-03194-1_3.
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