We consider the general problem of online convex optimization with time-varying budget constraints in presence predictions for next cost and constraint functions, that arises a plethora network resource management problems. A novel saddle-point algorithm is designed by combining Follow-The-Regularized-Leader iteration prediction-adaptive dynamic steps. The achieves <inline-formula xmlns:mml="ht...