7
collaborators
2021–2021
years active
Contributions
QIP QCrypt TQC talk poster presenter award · △program ◇steering ○organizing · filled = chair
1 Poster
| Title | Conference | Co-authors |
|---|---|---|
| Certification of Random Number Generators using Machine Learning | QCRYPT 2021 | Raymond Ho, Syed Muhamad Assad, Ping Koy Lam, Omid Kavehei, Wang Chao, Nhan Duy Truong, Jing Yan Haw |
Two coveted qualities for a random number generator (RNG) are uniformity and unpredictability. A Pseudo-RNG (PRNG) produces a uniform output, but it is predictable when one has knowledge of the seed and implementation parameters. While a quantum-RNG (QRNG) produces an unpredictable output, it is not necessarily uniform and hence typically requires randomness extraction. We examine these two aspects in RNGs by utilizing a machine learning cryptanalysis, showing the applicability of the tool in uncovering hidden correlations and implementation failures. |
||
Collaborators
| Co-author | Joint talks |
|---|---|
| Jing Yan Haw | 1 |
| Nhan Duy Truong | 1 |
| Omid Kavehei | 1 |
| Ping Koy Lam | 1 |
| Raymond Ho | 1 |
| Syed Muhamad Assad | 1 |
| Wang Chao | 1 |