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82 Publications

2019 | Conference Paper | IST-REx-ID: 6482
Sun R, Lampert C. 2019. KS(conf): A light-weight test if a ConvNet operates outside of Its specifications. GCPR: Conference on Pattern Recognition, LNCS, vol. 11269. 244–259.
View | Files available | DOI | Download (ext.) | arXiv
 
2019 | Journal Article | IST-REx-ID: 6944   OA
Sun R, Lampert C. 2019. KS(conf): A light-weight test if a multiclass classifier operates outside of its specifications. International Journal of Computer Vision.
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2019 | Conference Paper | IST-REx-ID: 6590   OA
Konstantinov NH, Lampert C. 2019. Robust learning from untrusted sources. Proceedings of the 36th International Conference on Machine Learning. ICML: International Conference on Machine Learning vol. 97. 3488–3498.
View | Download (ext.) | arXiv
 
2018 | Conference Paper | IST-REx-ID: 6589   OA
Alistarh D-A, Hoefler T, Johansson M, Konstantinov NH, Khirirat S, Renggli C. 2018. The convergence of sparsified gradient methods. Advances in Neural Information Processing Systems 31. NeurIPS: Conference on Neural Information Processing Systems vol. Volume 2018. 5973–5983.
View | Download (ext.) | arXiv
 
2018 | Journal Article | IST-REx-ID: 321   OA
Darrell T, Lampert C, Sebe N, Wu Y, Yan Y. 2018. Guest editors’ introduction to the special section on learning with Shared information for computer vision and multimedia analysis. IEEE Transactions on Pattern Analysis and Machine Intelligence. 40(5), 1029–1031.
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2018 | Conference Paper | IST-REx-ID: 6011   OA
Kuzborskij I, Lampert C. 2018. Data-dependent stability of stochastic gradient descent. Proceedings of the 35 th International Conference on Machine Learning. ICML: International Conference on Machine Learning vol. 80. 2815–2824.
View | Download (ext.) | arXiv
 
2018 | Journal Article | IST-REx-ID: 563   OA
Ringbauer H, Kolesnikov A, Field D, Barton NH. 2018. Estimating barriers to gene flow from distorted isolation-by-distance patterns. Genetics. 208(3), 1231–1245.
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2018 | Conference Paper | IST-REx-ID: 6012   OA
Sahoo S, Lampert C, Martius GS. 2018. Learning equations for extrapolation and control. Proceedings of the 35th International Conference on Machine Learning. ICML: International Conference on Machine Learning vol. 80. 4442–4450.
View | Files available | Download (ext.) | arXiv
 
2018 | Thesis | IST-REx-ID: 68   OA
Zimin A. 2018. Learning from dependent data, IST Austria, 92p.
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2018 | Research Data | IST-REx-ID: 5584
Deny S, Marre O, Botella-Soler V, Martius GS, Tkacik G. 2018. Nonlinear decoding of a complex movie from the mammalian retina, IST Austria,p.
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