$T_{i}$

$\operatorname{\bm{\theta}}_{\text{agent}}$

$\operatorname{\bm{\theta}}_{(\cdot)}^{(t+1)}$

$2.41$

$5-20\%$

$50$

$\mathbf{W}\in\mathbb{R}^{d\times d}$

$46.55$

$16$

$p(\operatorname{\mathbf{d}}|\operatorname{\bm{\theta}}_{\text{client}}^{(t)},% \operatorname{\bm{\theta}}_{\text{agent}}^{(t)},\operatorname{\mathbf{pr}}_{% \text{agent}},\operatorname{\mathbf{pr}}_{\text{client}})$

$\tau\approx 0.67$

$\underset{\pm 6.21}{273.71}$

$\alpha=0.9$

$2.15$

$0.67$

$0.97$

$40$

$0.92$

$5\%$

$\mathbf{2.54}$

$\bigstar$

$0.29$

$0.27$

$0.87$

$303.65$

$\mathcal{V}$

$46.62$

$\tau$

$0.93$

$49.40$

$3$

$0.05$

$0.33$

$n=9$

$p=0.95$

$285.94$

$5\%-20\%$

$\mathbf{0.81}$

$2.37$

$343.07$

$5\times 10^{-4}$

$\underset{\pm 0.03}{0.24}$

$200$

$\Delta\mathbf{W}\in\mathbb{R}^{d\times d}$

$0.22$

$\underset{\pm 0.02}{0.37}$

$0.30$

$l_{1}$

$5$

$\varnothing$

$r\ll d$

$\underset{\pm 0.00}{0.77}$

$0.63$

$45.51$

$\underset{\pm 0.01}{0.62}$

$2.$

$2.56$

$\mathcal{D}^{(t)}_{\bigtriangledown}\subseteq\mathcal{D}^{(t)}$

$373.87$

$20$

$37\%$

$1$

$280.53$

$\approx 1.95\times 10^{-8}$

$0.5$

$\mathbf{B}\in\mathbb{R}^{r\times d}$

$0.38$

$266.77$

$\operatorname{\mathbf{pr}}_{\text{agent}}$

$\uparrow$

$\operatorname{\bm{\theta}}_{\text{agent}}^{(t)}$

$1-2\%$

$1\%-5\%$

$0.64$

$0.98$

$10042$

$0.35$

$2.22$

$\mathbf{355.44}$

$k=50$

$6$

$0.41$

$2.31$

$500k$

$10\%$

$54.14$

$\mathcal{G}=\{\mathcal{V},\mathcal{E}\}$

$28$

$\mathcal{D}^{(t)}=\{\operatorname{\mathbf{d}}_{1}^{(t)},\ldots,\operatorname{% \mathbf{d}}_{N}^{(t)}\}$

$0.82$

$5\times 10^{-5}$

$\kappa\approx 0.52$

$0.00$

$0.39$

$2.11$

$0.32$

$15$

$0.99$

$44.91$

$\Delta\mathbf{W}=\mathbf{AB}$