Abstract We consider strongly convex distributed consensus optimization over connected networks. EFIX, the proposed method, is derived using quadratic penalty approach. In more detail, we use standard reformulation—transforming original problem into a constrained in higher dimensional space—to define sequence of suitable subproblems with increasing parameters. For objectives, corresponding cons...