equation

index.html

@@ -426,29 +426,17 @@
             <span id="label-loss" class="formula" style="">
               $$
               \displaystyle 
-              \begin{aligned} 
-              \phi_\theta(x)&=1-\mathbb{E}_{y \sim T_\theta(x)} JB(y)\\ 
-              JB (y) &=  \begin{cases}
-                   1 \text{, if $y$ contains any jailbreak keyword;} \\
-                   0 \text{, otherwise.}
-               \end{cases} 
-              \end{aligned}
+              Loss_{l} &= \frac{1}{k} \sum_{i=1}^{k} \mathcal{L}\left(\mathbb{C}\left(W^i(x+\delta)  \right), y_t\right)
               $$
             </span>
             <span id="representation-loss" class="formula" style="display: none;">
               $$
-              \displaystyle 
-              \begin{aligned} 
-              f_\theta(x) &=1-\frac{1}{N}\sum_{i=1}^N JB(y_i)\\ 
-              JB (y_i) &=  \begin{cases}
-                   1 \text{, if $y_i$ contains any jailbreak keyword;} \\
-                   0 \text{, otherwise.}
-               \end{cases} 
-              \end{aligned}
+              \displaystyle
+              Loss_{r} &= \frac{1}{k} \sum_{i=1}^{k}\mathcal{S}(\mathbb{R}(W^i(x+\delta)), \mathbb{R}(x+\delta))
               $$
             </span>
             <span id="total-loss" class="formula" style="display: none;">
-              $$\displaystyle g_\theta(x)=\sum_{i=1}^P \frac{f_\theta(x\oplus \mu u_i)-f_\theta(x)}{\mu} u_i $$
+              $$\displaystyle \mathcal{L}_C(x+\delta, y_t) + Sim_l - \alpha \cdot Sim_{r}$$
             </span>
           </div>
           </div>