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G. Perin

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  • 2020

    A comparison of weight initializers in deep learning-based side-channel analysis

    Li, H., Krček, M. & Perin, G., 2020, Applied Cryptography and Network Security Workshops - ACNS 2020 Satellite Workshops, AIBlock, AIHWS, AIoTS, Cloud S and P, SCI, SecMT, and SiMLA, Proceedings. Zhou, J., Ahmed, C. M., Conti, M., Losiouk, E., Au, M. H., Batina, L., Li, Z., Lin, J., Luo, B., Majumdar, S., Meng, W., Ochoa, M., Picek, S., Portokalidis, G., Wang, C. & Zhang, K. (eds.). Springer, p. 126-143 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12418 LNCS).

    Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

    20 Citations (Scopus)
  • 2021

    Learning When to Stop: A Mutual Information Approach to Prevent Overfitting in Profiled Side-Channel Analysis

    Perin, G., Buhan, I. & Picek, S., 2021, Constructive Side-Channel Analysis and Secure Design - 12th International Workshop, COSADE 2021, Proceedings. Bhasin, S. & De Santis, F. (eds.). Springer, p. 53-81 29 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12910 LNCS).

    Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

    7 Citations (Scopus)

  • On the Importance of Pooling Layer Tuning for Profiling Side-Channel Analysis

    Wu, L. & Perin, G., 2021, Applied Cryptography and Network Security Workshops - ACNS 2021 Satellite Workshops, AIBlock, AIHWS, AIoTS, CIMSS, Cloud S and P, SCI, SecMT, and SiMLA, 2021, Proceedings. Zhou, J., Ahmed, C. M., Batina, L., Chattopadhyay, S., Gadyatskaya, O., Jin, C., Lin, J., Losiouk, E., Luo, B., Majumdar, S., Maniatakos, M., Mashima, D., Meng, W., Picek, S., Shimaoka, M., Su, C. & Wang, C. (eds.). Springer, p. 114-132 19 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12809 LNCS).

    Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

    Open Access
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    2 Citations (Scopus)
    66 Downloads (Pure)

  • On the Influence of Optimizers in Deep Learning-Based Side-Channel Analysis

    Perin, G. & Picek, S., 2021, Selected Areas in Cryptography : 27th International Conference, 2020, Revised Selected Papers. Dunkelman, O., Jacobson, Jr., M. J. & O’Flynn, C. (eds.). Cham: Springer, Vol. 12804. p. 615-636 22 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12804).

    Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

    9 Citations (Scopus)
  • 2022

    A Tale of Two Boards: On the Influence of Microarchitecture on Side-Channel Leakage

    Arora, V., Buhan, I., Perin, G. & Picek, S., 2022, Smart Card Research and Advanced Applications - 20th International Conference, CARDIS 2021, Revised Selected Papers. Grosso, V. & Pöppelmann, T. (eds.). Springer, Vol. 13173. p. 80-96 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13173 LNCS).

    Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

    Open Access
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    24 Downloads (Pure)

  • Deep Learning-Based Side-Channel Analysis Against AES Inner Rounds

    Swaminathan, S., Chmielewski, Ł., Perin, G. & Picek, S., 2022, Applied Cryptography and Network Security Workshops - ACNS 2022 Satellite Workshops, AIBlock, AIHWS, AIoTS, CIMSS, Cloud S and P, SCI, SecMT, SiMLA, Proceedings. Zhou, J., Chattopadhyay, S., Adepu, S., Alcaraz, C., Batina, L., Casalicchio, E., Jin, C., Lin, J., Losiouk, E., Majumdar, S., Meng, W., Picek, S., Zhauniarovich, Y., Shao, J., Su, C., Wang, C. & Zonouz, S. (eds.). Cham: Springer, p. 165-182 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13285 ).

    Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

    Open Access
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    39 Downloads (Pure)

  • Focus is Key to Success: A Focal Loss Function for Deep Learning-Based Side-Channel Analysis

    Kerkhof, M., Wu, L., Perin, G. & Picek, S., 2022, Constructive Side-Channel Analysis and Secure Design - 13th International Workshop, COSADE 2022, Proceedings. Balasch, J. & O’Flynn, C. (eds.). Springer, Vol. 13211. p. 29-48 20 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13211 LNCS).

    Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

    Open Access
    File
    7 Citations (Scopus)
    68 Downloads (Pure)

  • On the Evaluation of Deep Learning-Based Side-Channel Analysis

    Wu, L., Perin, G. & Picek, S., 2022, Constructive Side-Channel Analysis and Secure Design - 13th International Workshop, COSADE 2022, Proceedings. Balasch, J. & O’Flynn, C. (eds.). Springer, p. 49-71 23 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13211 LNCS).

    Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

    Open Access
    File
    2 Citations (Scopus)
    65 Downloads (Pure)

  • Profiled Side-Channel Analysis in the Efficient Attacker Framework

    Picek, S., Heuser, A., Perin, G. & Guilley, S., 2022, Smart Card Research and Advanced Applications : 20th International Conference, CARDIS 2021, Revised Selected Papers. Grosso, V. & Pöppelmann, T. (eds.). Cham: Springer, Vol. 13173. p. 44-63 20 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13173 ).

    Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

    Open Access
    File
    5 Citations (Scopus)
    23 Downloads (Pure)

  • Reinforcement Learning-Based Design of Side-Channel Countermeasures

    Rijsdijk, J., Wu, L. & Perin, G., 2022, Security, Privacy, and Applied Cryptography Engineering : 11th International Conference, SPACE 2021, Proceedings. Batina, L., Picek, S., Picek, S. & Mondal, M. (eds.). 1 ed. Cham: Springer, p. 168-187 20 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13162 ).

    Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

    Open Access
    File
    39 Downloads (Pure)

  • To Overfit, or Not to Overfit: Improving the Performance of Deep Learning-Based SCA

    Rezaeezade, A., Perin, G. & Picek, S., 2022, Progress in Cryptology - AFRICACRYPT 2022 - 13th International Conference on Cryptology in Africa, AFRICACRYPT 2022, Proceedings. Batina, L. & Daemen, J. (eds.). Springer, p. 397-421 25 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13503 LNCS).

    Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

    Open Access
    File
    21 Downloads (Pure)