Table 8 Comparison of acceleration schemes based on ASIC
References | Year | Availability | Data storage optimization | Homomorphic parameters tuning | Accelerated object | Acceleration result (times) |
|---|---|---|---|---|---|---|
Tan et al. (2021) | 2021 | + + | √ | × | Bootstrapping | 2.43 × |
Reagen et al. (2021) | 2021 | + + | √ | √ | BFV | 79 × |
Samardzic et al. (2021) | 2021 | + + + + | √ | × | BGV | 5400–14,000 × |
Kim and Kim (2022) | 2022 | + + + | √ | √ | Bootstrapping | 1306–5556 × |
Kim et al. (2022) | 2022 | + + + | √ | × | Bootstrapping | 11,590–18,214 × |
Samardzic et al. (2022) | 2022 | + + + + | √ | × | CKKS | 4600 × |
Geelen et al. (2022) | 2022 | + + + | √ | × | BGV | 4000 × |
Jiang et al. (2022) | 2022 | + + + | √ | × | TFHE | 24–160 × |
Ahmet Can Mert (2022) | 2022 | + + + | √ | × | CKKS | 68–78 × |