We prove that the fidelity of two exemplary communication complexity protocols, allowing for an N-1 bit communication, can be exponentially improved by N-1 (unentangled) qubit communication. Taking into account, for a fair comparison, all inefficiencies of state-of-the-art set-up, the experimental implementation outperforms the best classical protocol, making it the candidate for multi-party quantum communication applications. Recently, significant advantages were recognized when applying quantum phenomena in the field of communication complexity problems (CCP's) [1]. There, separated parties, performing local computations, exchange information in order to accomplish some globally defined task. Two types of CCP's are distinguished: the first minimizes the amount of information exchange necessary to solve the task with certainty [2,3,4]. The second maximizes the probability of successfully solving the task for restricted amount of information [4,5,6]. Such studies aim, e.g., at a speed up of distributed computations by increasing the communication efficiency, or at an optimization of VLSI circuits and data structures [7].Quantum CCP protocols, using multi-particle entanglement, were proven to be clearly superior with respect to classical ones [2,3,4,5,6]. However, the technology of entanglement based multi-party quantum communication is still in a premature stage. A recent reformulation of quantum CCP's pointed out that even the communication employing single qubits may outperform classical CCP's [8,9,10]. Such a simplification would be of tremendous importance, as it would make a multi-party communication task technologically comparable to quantum key distribution, the only commercial application of quantum information science so far.Here we prove that, for CCP's with restricted communication, the superiority of the single qubit assisted protocols over the corresponding classical ones may increase even exponentially with the number of partners. Furthermore, using parametric down-conversion as a source of heralded single qubits, we experimentally show that quantum protocols solve two exemplary CCP's more efficiently, even with the limited detection efficiency inherent in real single-photon experiments. By solving these CCP's with a sequential transfer of a single qubit only, we demonstrate a generic way of bringing multi-party quantum communication schemes much closer to realistic applications.