Changed >= from > to be consistent with the paper

qpac.py

@@ -8,7 +8,7 @@ from utility import *
 def qpac_learn(epsilon, delta, oracle, tnn, simulator, cut=100, step = 1):
     if step < 1:
         raise ValueError("step must be greater or equal to 1")
-        
+
     n = oracle.dim
 
     N = 2*(np.ceil(1/(np.pi*delta**2))//2)+2
@@ -32,7 +32,7 @@ def qpac_learn(epsilon, delta, oracle, tnn, simulator, cut=100, step = 1):
     n_update = 0
     m = 0
 
-    while m < m_max or s >= N/2:
+    while m < m_max or s > N/2:
         i += 1
         m = schedule[i]
         s = 0
@@ -74,7 +74,7 @@ def qpac_learn(epsilon, delta, oracle, tnn, simulator, cut=100, step = 1):
                 s += counts[sample]
                 errors.append(sample[3:][::-1])
 
-        if s >= N/2:
+        if s > N/2:
             to_update = get_updates(errors)
             tnn.update_tnn(to_update)
             n_update += 1