diff --git a/src/brevitas/proxy/float_parameter_quant.py b/src/brevitas/proxy/float_parameter_quant.py
index 88e78beaa..53765c13c 100644
--- a/src/brevitas/proxy/float_parameter_quant.py
+++ b/src/brevitas/proxy/float_parameter_quant.py
@@ -24,49 +24,73 @@ def bit_width(self):
     def scale(self):
         if not self.is_quant_enabled:
             return None
-        scale = self.__call__(self.tracked_parameter_list[0]).scale
+        elif self._cached_weight:
+            scale = self._cached_weight.scale
+        else:
+            scale = self.__call__(self.tracked_parameter_list[0]).scale
         return scale
 
     def zero_point(self):
         if not self.is_quant_enabled:
             return None
-        zero_point = self.__call__(self.tracked_parameter_list[0]).zero_point
+        elif self._cached_weight:
+            zero_point = self._cached_weight.zero_point
+        else:
+            zero_point = self.__call__(self.tracked_parameter_list[0]).zero_point
         return zero_point
 
     def exponent_bit_width(self):
         if not self.is_quant_enabled:
             return None
-        exponent_bit_width = self.__call__(self.tracked_parameter_list[0]).exponent_bit_width
+        elif self._cached_weight:
+            exponent_bit_width = self._cached_weight.exponent_bit_width
+        else:
+            exponent_bit_width = self.__call__(self.tracked_parameter_list[0]).exponent_bit_width
         return exponent_bit_width
 
     def mantissa_bit_width(self):
         if not self.is_quant_enabled:
             return None
-        mantissa_bit_width = self.__call__(self.tracked_parameter_list[0]).mantissa_bit_width
+        elif self._cached_weight:
+            mantissa_bit_width = self._cached_weight.mantissa_bit_width
+        else:
+            mantissa_bit_width = self.__call__(self.tracked_parameter_list[0]).mantissa_bit_width
         return mantissa_bit_width
 
     def exponent_bias(self):
         if not self.is_quant_enabled:
             return None
-        exponent_bias = self.__call__(self.tracked_parameter_list[0]).exponent_bias
+        elif self._cached_weight:
+            exponent_bias = self._cached_weight.exponent_bias
+        else:
+            exponent_bias = self.__call__(self.tracked_parameter_list[0]).exponent_bias
         return exponent_bias
 
     def is_saturating(self):
         if not self.is_quant_enabled:
             return None
-        saturating = self.__call__(self.tracked_parameter_list[0]).saturating
+        elif self._cached_weight:
+            saturating = self._cached_weight.saturating
+        else:
+            saturating = self.__call__(self.tracked_parameter_list[0]).saturating
         return saturating
 
     def inf_values(self):
         if not self.is_quant_enabled:
             return None
-        inf_values = self.__call__(self.tracked_parameter_list[0]).inf_values
+        elif self._cached_weight:
+            inf_values = self._cached_weight.inf_values
+        else:
+            inf_values = self.__call__(self.tracked_parameter_list[0]).inf_values
         return inf_values
 
     def nan_values(self):
         if not self.is_quant_enabled:
             return None
-        nan_values = self.__call__(self.tracked_parameter_list[0]).nan_values
+        elif self._cached_weight:
+            nan_values = self._cached_weight.nan_values
+        else:
+            nan_values = self.__call__(self.tracked_parameter_list[0]).nan_values
         return nan_values
 
     @property