The capacity of classical channels is convex. This is not the case for the quantum capacity of a channel: The capacity of a mixture of different quantum channels exceeds the mixture of the individual capacities and thus is nonconvex. Here we show that this effect goes beyond the quantum capacity and holds for the private and classical environment-assisted capacities of quantum channels. DOI: 10.1103/PhysRevA.94.040301 Introduction. Classical information theory was laid down by Shannon in the 1940's to characterize the ultimate rate at which one could hope to transmit classical information over a classical communication channel: the channel capacity. Surprisingly, in retrospective, not only did it achieve its purpose, but the capacity of classical channels turned out to comply with all the properties that one could expect for in such a quantity: It can be efficiently computed [1,2] and it gauges the usefulness of the channel in the presence of any additional contextual channel. It is a natural consequence of additivity and convexity of the capacity in the set of channels.With quantum channels complemented by various auxiliary resources, a whole new range of communication tasks became feasible. Notably, they allow for the transmission of quantum and private classical communication, tasks beyond the reach of classical channels. For most of these tasks, the tools used to prove the capacity theorems in the classical case can be generalized. However, computability, additivity, and convexity-the three convenient properties of the classical capacity of classical channels-do not necessarily translate to the quantum case. In Table I we summarize what is known about these properties for a set of relevant quantum channel capacities.With the exception of the entanglement-assisted capacity [3,4], there is no known algorithm to compute any of these capacities. It is due to their characterization which in most cases is given by a regularized formula [5][6][7][8][9][10][11][12][13][14][15]. Moreover, even nonregularized quantities are notoriously hard to compute. For instance, the Holevo information is known to be NP-complete [16].A capacity is nonadditive as a function of a channel if, for a given pair of channels, the sum of their individual capacities is strictly smaller than the capacity of another channel which is constructed by using both channels in parallel. Hence, a nonadditive capacity is contextual: The usefulness of a channel for communication depends on which other channels are available. The private and quantum capacities are known to be nonadditive [17][18][19]. This observation motivated the authors in Ref.[15] to define a new quantity-the potential capacity-which characterizes the usefulness of a channel used in parallel with the best possible contextual channel.Another important property of the capacities of quantum channels is convexity. The capacity T of a quantum channel N is nonconvex if there exists a pair of channels N 1 and N 2 and p ∈ (0,1) such that