Update README.md

README.md

@@ -10,14 +10,15 @@ These checkpoints can be directly loaded into your UNet if you are using diffuse
 The checkpoints are named with the suffix "_ep*" indicating the epoch selected based on validation performance.
 
 #### Erasure Details
-For all concepts, the UCE parameters used are: $\lambda_1=0.1$ and $\lambda_2=0.1$.
+Configuration Updates. Some settings have been updated from the current Arxiv version. For all concepts, the coefficients of Eq.3 are: $\lambda_1=0.1$ and $\lambda_2=0.1$. 
+The regularization coefficients $\lambda$ and epochs are set as follows:
 
-The regularization coefficients $\lambda$ are:
-* Nudity and unsafe concepts(I2P concepts), $\lambda=1e-1$.
-* Artistic styles, $\lambda=1e-3$.
-* Difficult objects (e.g., church and garbage truck), $\lambda=1e-3$. 
-* Easy objects (e.g., English Springer, golf ball and parachute), $\lambda=1e-1$. 
-* For other objects where erasing accuracies reach 0 using UCE, RECE's further erasure is not applied.
+1. Nudity and unsafe concepts(I2P concepts), $\lambda=1e-1$, with nudity for 3 epochs and unsafe concepts for 2 epochs.
+2. Artistic styles, $\lambda=1e-3$, 1 epoch.
+3. Difficult objects for UCE(e.g., church and garbage truck), $\lambda=1e-3$, 1 epoch.
+4. Easy objects for UCE(e.g., English Springer, golf ball and parachute), $\lambda=1e-1$, 1 epoch.
+5. For other objects where erasing accuracies reach 0 using UCE, RECE's further erasure is not applied.
+The files' suffixes suggest the epochs we selected.
 
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 license: apache-2.0