Reinhard Heckel

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Reinhard Heckel

Prof. Dr.sc. ETH Zürich

 https://orcid.org/0000-0002-2874-2984
20102025

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  • 2025

    TTT-MIM: Test-Time Training with Masked Image Modeling for Denoising Distribution Shifts

    Mansour, Y., Zhong, X., Caglar, S. & Heckel, R., 2025, Computer Vision – ECCV 2024 - 18th European Conference, Proceedings. Leonardis, A., Ricci, E., Roth, S., Russakovsky, O., Sattler, T. & Varol, G. (eds.). Springer Science and Business Media Deutschland GmbH, p. 341-357 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15070 LNCS).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Scopus citations
  • 2024

    IR-FRestormer: Iterative Refinement with Fourier-Based Restormer for Accelerated MRI Reconstruction

    Darestani, M. Z., Nath, V., Li, W., He, Y., Roth, H. R., Xu, Z., Xu, D., Heckel, R. & Zhao, C., 2024, Proceedings - 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024. Institute of Electrical and Electronics Engineers Inc., p. 7640-7649 10 p. (Proceedings - 2024 IEEE Winter Conference on Applications of Computer Vision, WACV 2024).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    7 Scopus citations
  • 2023

    Embracing errors is more effective than avoiding them through constrained coding for DNA data storage

    Weindel, F., Gimpel, A. L., Grass, R. N. & Heckel, R., 2023, 2023 59th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2023. Institute of Electrical and Electronics Engineers Inc., (2023 59th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2023).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    2 Scopus citations

  • Zero-Shot Noise2Noise: Efficient Image Denoising without any Data

    Mansour, Y. & Heckel, R., 2023, Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023. IEEE Computer Society, p. 14018-14027 10 p. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2023-June).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    77 Scopus citations
  • 2022

    Achieving the Capacity of a DNA Storage Channel with Linear Coding Schemes

    Levick, K., Heckel, R. & Shomorony, I., 2022, 2022 56th Annual Conference on Information Sciences and Systems, CISS 2022. Institute of Electrical and Electronics Engineers Inc., p. 218-223 6 p. (2022 56th Annual Conference on Information Sciences and Systems, CISS 2022).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    3 Scopus citations

  • Regularization-wise double descent: Why it occurs and how to eliminate it

    Yilmaz, F. F. & Heckel, R., 2022, 2022 IEEE International Symposium on Information Theory, ISIT 2022. Institute of Electrical and Electronics Engineers Inc., p. 426-431 6 p. (IEEE International Symposium on Information Theory - Proceedings; vol. 2022-June).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    8 Scopus citations
  • 2021

    Data augmentation for deep learning based accelerated MRI reconstruction with limited data

    Fabian, Z., Heckel, R. & Soltanolkotabi, M., 2021, Proceedings of the 38th International Conference on Machine Learning, ICML 2021. ML Research Press, p. 3057-3067 11 p. (Proceedings of Machine Learning Research; vol. 139).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    41 Scopus citations

  • Interpolation can hurt robust generalization even when there is no noise

    Donhauser, K., Tifrea, A., Aerni, M., Heckel, R. & Yang, F., 2021, Advances in Neural Information Processing Systems 34 - 35th Conference on Neural Information Processing Systems, NeurIPS 2021. Ranzato, M., Beygelzimer, A., Dauphin, Y., Liang, P. S. & Wortman Vaughan, J. (eds.). Neural information processing systems foundation, p. 23465-23477 13 p. (Advances in Neural Information Processing Systems; vol. 28).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    9 Scopus citations

  • Measuring Robustness in Deep Learning Based Compressive Sensing

    Darestani, M. Z., Chaudhari, A. S. & Heckel, R., 2021, Proceedings of the 38th International Conference on Machine Learning, ICML 2021. ML Research Press, p. 2433-2444 12 p. (Proceedings of Machine Learning Research; vol. 139).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    42 Scopus citations
  • 2020

    Capacity of the Erasure Shuffling Channel

    Shin, S., Heckel, R. & Shomorony, I., May 2020, 2020 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2020 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 8841-8845 5 p. 9053486. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2020-May).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    6 Scopus citations
  • 2019

    A Fast and Robust Paradigm for Fourier Compressed Sensing Based on Coded Sampling

    Ong, F., Heckel, R. & Ramchandran, K., May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 5117-5121 5 p. 8682063. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    8 Scopus citations

  • Capacity Results for the Noisy Shuffling Channel

    Shomorony, I. & Heckel, R., Jul 2019, 2019 IEEE International Symposium on Information Theory, ISIT 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 762-766 5 p. 8849789. (IEEE International Symposium on Information Theory - Proceedings; vol. 2019-July).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    41 Scopus citations
  • 2017

    Fundamental limits of DNA storage systems

    Heckel, R., Shomorony, I., Ramchandran, K. & Tse, D. N. C., 9 Aug 2017, 2017 IEEE International Symposium on Information Theory, ISIT 2017. Institute of Electrical and Electronics Engineers Inc., p. 3130-3134 5 p. 8007106. (IEEE International Symposium on Information Theory - Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    102 Scopus citations

  • Private and right-protected big data publication: An analysis

    Heckel, R. & Vlachos, M., 2017, Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017. Chawla, N. & Wang, W. (eds.). Society for Industrial and Applied Mathematics Publications, p. 660-668 9 p. (Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access

  • Scalable and interpretable product recommendations via overlapping co-clustering

    Heckel, R., Vlachos, M., Parnell, T. & Duenner, C., 16 May 2017, Proceedings - 2017 IEEE 33rd International Conference on Data Engineering, ICDE 2017. IEEE Computer Society, p. 1033-1044 12 p. 7930045. (Proceedings - International Conference on Data Engineering).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    48 Scopus citations

  • The sample complexity of online one-class collaborative filtering

    Hecke, R. & Ramchandran, K., 2017, 34th International Conference on Machine Learning, ICML 2017. International Machine Learning Society (IMLS), p. 2299-2315 17 p. (34th International Conference on Machine Learning, ICML 2017; vol. 3).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    2 Scopus citations
  • 2016

    Super-resolution MIMO radar

    Heckel, R., 10 Aug 2016, Proceedings - ISIT 2016; 2016 IEEE International Symposium on Information Theory. Institute of Electrical and Electronics Engineers Inc., p. 1416-1420 5 p. 7541532. (IEEE International Symposium on Information Theory - Proceedings; vol. 2016-August).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    23 Scopus citations
  • 2014

    Compressive nonparametric graphical model selection for time series

    Jung, A., Heckel, R., Bolcskei, H. & Hlawatsch, F., 2014, 2014 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2014. Institute of Electrical and Electronics Engineers Inc., p. 769-773 5 p. 6853700. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    15 Scopus citations

  • Neighborhood selection for thresholding-based subspace clustering

    Heckel, R., Agustsson, E. & Bölcskei, H., 2014, 2014 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2014. Institute of Electrical and Electronics Engineers Inc., p. 6761-6765 5 p. 6854909. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    7 Scopus citations

  • Subspace clustering of dimensionality-reduced data

    Heckel, R., Tschannen, M. & Bolcskei, H., 2014, 2014 IEEE International Symposium on Information Theory, ISIT 2014. Institute of Electrical and Electronics Engineers Inc., p. 2997-3001 5 p. 6875384. (IEEE International Symposium on Information Theory - Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    14 Scopus citations
  • 2013

    Noisy subspace clustering via thresholding

    Heckel, R. & Bolcskei, H., 2013, 2013 IEEE International Symposium on Information Theory, ISIT 2013. p. 1382-1386 5 p. 6620453. (IEEE International Symposium on Information Theory - Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    4 Scopus citations

  • Subspace clustering via thresholding and spectral clustering

    Heckel, R. & Bolcskei, H., 18 Oct 2013, 2013 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013 - Proceedings. p. 3263-3267 5 p. 6638261. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    18 Scopus citations
  • 2012

    Joint sparsity with different measurement matrices

    Heckel, R. & Bolcskei, H., 2012, 2012 50th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2012. p. 698-702 5 p. 6483286. (2012 50th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2012).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    17 Scopus citations
  • 2011

    Compressive identification of linear operators

    Heckel, R. & Bolcskei, H., 2011, 2011 IEEE International Symposium on Information Theory Proceedings, ISIT 2011. p. 1412-1416 5 p. 6033772. (IEEE International Symposium on Information Theory - Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    Open Access
    4 Scopus citations
  • 2010

    On random Boolean threshold networks

    Heckel, R., Schober, S. & Bossert, M., 2010, 2010 International ITG Conference on Source and Channel Coding, SCC 2010. 5447146. (2010 International ITG Conference on Source and Channel Coding, SCC 2010).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Scopus citations