L. Wu, MSc

Search results

• 2022

  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

  • Side-channel Analysis 100%
  • Loss Function 54%
  • Learning 48%
  • Network Architecture 23%
  • Deep learning 14%
  4 Citations (Scopus)

  42 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

  • Side-channel Analysis 100%
  • Learning 48%
  • Deep learning 47%
  • Attack 32%
  • Profiling 30%
  2 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

  • Countermeasures 100%
  • Reinforcement Learning 95%
  • Side channel attack 77%
  • Reinforcement learning 63%
  • Deep learning 56%
  9 Downloads (Pure)
• 2021

  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

  File

  • Side-channel Analysis 100%
  • Profiling 75%
  • Pooling 70%
  • Tuning 62%
  • Convolutional neural networks 48%
  2 Citations (Scopus)

  34 Downloads (Pure)
• 2020

  A fast characterization method for semi-invasive fault injection attacks

  Wu, L., Ribera, G., Beringuier-Boher, N. & Picek, S., 2020, Topics in Cryptology – CT-RSA 2020 - The Cryptographers Track at the RSA Conference 2020, Proceedings. Jarecki, S. (ed.). SpringerOpen, p. 146-170 25 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12006 LNCS).

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

  Open Access

  File

  • Fault Injection 100%
  • Attack 50%
  • Embedded systems 46%
  • Deep learning 44%
  • Cryptography 41%
  9 Citations (Scopus)

  148 Downloads (Pure)