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124 Publications


2018 | Published | Conference Paper | IST-REx-ID: 6589 | OA
Alistarh, Dan-Adrian, Torsten Hoefler, Mikael Johansson, Nikola H Konstantinov, Sarit Khirirat, and Cedric Renggli. “The Convergence of Sparsified Gradient Methods.” In Advances in Neural Information Processing Systems 31, Volume 2018:5973–83. Neural Information Processing Systems Foundation, 2018.
[Preprint] View | Download Preprint (ext.) | WoS | arXiv
 

2017 | Published | Conference Paper | IST-REx-ID: 998 | OA
Rebuffi, Sylvestre Alvise, Alexander Kolesnikov, Georg Sperl, and Christoph Lampert. “ICaRL: Incremental Classifier and Representation Learning,” 2017:5533–42. IEEE, 2017. https://doi.org/10.1109/CVPR.2017.587.
[Submitted Version] View | DOI | Download Submitted Version (ext.) | WoS
 

2017 | Published | Conference Paper | IST-REx-ID: 999 | OA
Pentina, Anastasia, and Christoph Lampert. “Multi-Task Learning with Labeled and Unlabeled Tasks,” 70:2807–16. ML Research Press, 2017.
[Submitted Version] View | Download Submitted Version (ext.) | WoS
 

2017 | Published | Conference Paper | IST-REx-ID: 911 | OA
Royer, Amélie, Alexander Kolesnikov, and Christoph Lampert. “Probabilistic Image Colorization,” 85.1-85.12. BMVA Press, 2017. https://doi.org/10.5244/c.31.85.
[Published Version] View | Files available | DOI | arXiv
 

2017 | Published | Conference Paper | IST-REx-ID: 1000 | OA
Kolesnikov, Alexander, and Christoph Lampert. “PixelCNN Models with Auxiliary Variables for Natural Image Modeling.” In 34th International Conference on Machine Learning, 70:1905–14. JMLR, 2017.
[Submitted Version] View | Download Submitted Version (ext.) | WoS | arXiv
 

2017 | Published | Conference Paper | IST-REx-ID: 1108 | OA
Zimin, Alexander, and Christoph Lampert. “Learning Theory for Conditional Risk Minimization,” 54:213–22. ML Research Press, 2017.
[Submitted Version] View | Download Submitted Version (ext.) | WoS
 

2017 | Published | Conference Paper | IST-REx-ID: 750
Pielorz, Jasmin, Matthias Prandtstetter, Markus Straub, and Christoph Lampert. “Optimal Geospatial Volunteer Allocation Needs Realistic Distances.” In 2017 IEEE International Conference on Big Data, 3760–63. IEEE, 2017. https://doi.org/10.1109/BigData.2017.8258375.
View | DOI
 

2017 | Published | Conference Paper | IST-REx-ID: 652
Der, Ralf, and Georg S Martius. “Dynamical Self Consistency Leads to Behavioral Development and Emergent Social Interactions in Robots.” IEEE, 2017. https://doi.org/10.1109/DEVLRN.2016.7846789.
View | DOI
 

2017 | Published | Journal Article | IST-REx-ID: 658 | OA
Der, Ralf, and Georg S Martius. “Self Organized Behavior Generation for Musculoskeletal Robots.” Frontiers in Neurorobotics. Frontiers Research Foundation, 2017. https://doi.org/10.3389/fnbot.2017.00008.
[Published Version] View | Files available | DOI
 

2017 | Published | Conference Paper | IST-REx-ID: 6841 | OA
Martius, Georg S, and Christoph Lampert. “Extrapolation and Learning Equations.” In 5th International Conference on Learning Representations, ICLR 2017 - Workshop Track Proceedings. International Conference on Learning Representations, 2017.
[Preprint] View | Download Preprint (ext.) | arXiv
 

2016 | Published | Thesis | IST-REx-ID: 1126 | OA
Pentina, Anastasia. “Theoretical Foundations of Multi-Task Lifelong Learning.” Institute of Science and Technology Austria, 2016. https://doi.org/10.15479/AT:ISTA:TH_776.
[Published Version] View | Files available | DOI
 

2016 | Published | Conference Paper | IST-REx-ID: 1369 | OA
Kolesnikov, Alexander, and Christoph Lampert. “Seed, Expand and Constrain: Three Principles for Weakly-Supervised Image Segmentation,” 9908:695–711. Springer, 2016. https://doi.org/10.1007/978-3-319-46493-0_42.
[Preprint] View | DOI | Download Preprint (ext.)
 

2016 | Published | Conference Paper | IST-REx-ID: 1098 | OA
Pentina, Anastasia, and Ruth Urner. “Lifelong Learning with Weighted Majority Votes,” 29:3619–27. Neural Information Processing Systems, 2016.
[Published Version] View | Files available
 

2016 | Published | Conference Paper | IST-REx-ID: 1102 | OA
Kolesnikov, Alexander, and Christoph Lampert. “Improving Weakly-Supervised Object Localization by Micro-Annotation.” In Proceedings of the British Machine Vision Conference 2016, 2016–September:92.1-92.12. BMVA Press, 2016. https://doi.org/10.5244/C.30.92.
[Published Version] View | DOI | Download Published Version (ext.)
 

2016 | Published | Conference Paper | IST-REx-ID: 1707
Pielorz, Jasmin, and Christoph Lampert. “Optimal Geospatial Allocation of Volunteers for Crisis Management.” IEEE, 2016. https://doi.org/10.1109/ICT-DM.2015.7402041.
View | DOI
 

2016 | Published | Conference Paper | IST-REx-ID: 1214
Martius, Georg S, Raphael Hostettler, Alois Knoll, and Ralf Der. “Compliant Control for Soft Robots: Emergent Behavior of a Tendon Driven Anthropomorphic Arm,” Vol. 2016–November. IEEE, 2016. https://doi.org/10.1109/IROS.2016.7759138.
View | DOI
 

2016 | Published | Conference Paper | IST-REx-ID: 8094 | OA
Martius, Georg S, Rafael Hostettler, Alois Knoll, and Ralf Der. “Self-Organized Control of an Tendon Driven Arm by Differential Extrinsic Plasticity.” In Proceedings of the Artificial Life Conference 2016, 28:142–43. MIT Press, 2016. https://doi.org/10.7551/978-0-262-33936-0-ch029.
[Published Version] View | Files available | DOI
 

2015 | Published | Thesis | IST-REx-ID: 1401 | OA
Sharmanska, Viktoriia. “Learning with Attributes for Object Recognition: Parametric and Non-Parametrics Views.” Institute of Science and Technology Austria, 2015. https://doi.org/10.15479/at:ista:1401.
[Published Version] View | Files available | DOI | Download Published Version (ext.)
 

2015 | Published | 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 | Published | Journal Article | IST-REx-ID: 1655 | OA
Martius, Georg S, and Eckehard Olbrich. “Quantifying Emergent Behavior of Autonomous Robots.” Entropy. MDPI, 2015. https://doi.org/10.3390/e17107266.
[Published Version] View | Files available | DOI
 

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