notesum.ai
Published at November 27Optimal In-Network Distribution of Learning Functions for a Secure-by-Design Programmable Data Plane of Next-Generation Networks
cs.NI
cs.AI
math.OC
Released Date: November 27, 2024
Authors: Mattia Giovanni Spina, Edoardo Scalzo, Floriano De Rango, Francesca Guerriero, Antonio Iera

| Set | BestTime | Time | Cost | ||||
|---|---|---|---|---|---|---|---|
| N10ED1 | 3.00 | 0.08 | 0.16 | 4.21 | 20605.7 | 516.5 | 20089.2 |
| N15ED1 | 3.00 | 1.22 | 2.82 | 6.92 | 30081.7 | 941.7 | 29140.1 |
| N25ED1 | 3.17 | 16.99 | 40.80 | 12.38 | 50684.4 | 1641.1 | 49043.2 |
| N30ED1 | 3.42 | 34.21 | 88.02 | 14.79 | 64995.9 | 1920.0 | 63075.9 |
| AVG | 3.15 | 13.13 | 32.95 | 9.57 | 41591.9 | 1254.8 | 40337.1 |
| N10ED2 | 3.00 | 0.17 | 0.45 | 4.58 | 11526.4 | 579.4 | 10947.0 |
| N15ED2 | 3.00 | 1.40 | 5.29 | 9.00 | 21894.2 | 1200.5 | 20693.6 |
| N25ED2 | 3.17 | 19.04 | 57.06 | 14.50 | 36370.6 | 1908.2 | 34462.4 |
| N30ED2 | 3.25 | 37.27 | 110.52 | 16.83 | 47228.7 | 2190.7 | 45037.9 |
| AVG | 3.10 | 14.47 | 43.33 | 11.23 | 29254.9 | 1469.7 | 27785.2 |
| N10ED3 | 3.00 | 0.32 | 0.81 | 4.88 | 9140.1 | 618.0 | 8522.1 |
| N15ED3 | 3.00 | 2.70 | 7.61 | 7.42 | 16526.6 | 865.9 | 15660.1 |
| N25ED3 | 3.08 | 21.62 | 59.56 | 14.21 | 28602.1 | 1900.3 | 26701.7 |
| N30ED3 | 3.17 | 36.21 | 163.72 | 17.75 | 38783.9 | 2277.9 | 36505.9 |
| AVG | 3.06 | 15.21 | 57.92 | 11.06 | 23263.2 | 1415.5 | 21847.6 |
| N10ED4 | 3.00 | 0.30 | 1.15 | 4.96 | 8436.8 | 681.6 | 7755.2 |
| N15ED4 | 3.00 | 2.09 | 8.26 | 8.08 | 13872.0 | 1076.8 | 12795.2 |
| N25ED4 | 3.00 | 16.94 | 92.46 | 16.79 | 25438.2 | 2081.6 | 23356.5 |
| N30ED4 | 3.08 | 55.65 | 185.47 | 17.25 | 30632.8 | 2004.6 | 28628.2 |
| AVG | 3.02 | 18.75 | 71.84 | 11.77 | 19594.9 | 1461.2 | 18133.8 |