We like to think of scientific articles as stories, and this Topical Issue is a collection of some of the best stories in the computational Soft Matter genre. As a field, Soft Matter is rapidly evolving: at the beginning the protagonists used to belong to one of three archetypes (the colloid, the polymer, and the amphiphilic molecule), but recently many characters have entered the scene, from artificial nanoparticles, to complex biological molecules, and active materials. These stories are usually set in a world between 10 nm to 10 μm, and all the events last anywhere between a few nanoseconds up to the time you can measure with your watch. It is a strange stage down there: the interactions between the protagonists are always affected by large fluctuations, leaving everything permanently disordered and continuously changing. The motions are often overdamped, and nothing occurs just because of inertia. Many of the characters are very susceptible to the environment around them, and act accordingly. For instance, colloidal particles do not usually like each other; however, if the room fills with polymers, they will happily decide to get together. Sometimes these bonds are irreversible, and the story stops before reaching its natural conclusion. If there is a lot of drama between two subjects, amphiphiles will always help reducing the tension. Some protagonists have superpowers , from reduced valence interactions, to self-propelling abilities, to flying colloidal carpets. As writers of these stories, how can we make sense of what is happening in this small world? Luckily for us, as the protagonists grew in number and originality, and the phenomena became more and more complex, also our language has adapted. Here, the language we are interested in is that of computer simulations. Among the tools available to a Soft Matter scientist, probably nothing has progressed so quickly and so drastically as computer simulations, propelled by the exponential growth in computing power, and a never ending stream of new techniques and clever algorithms. This Topical Issue, Advances in Computational Methods for Soft Matter Systems, published in The European Physical Journal E, is a collection of articles that showcase the state of the art in computer simulations across the field of Soft Matter. Every article features a computational insight that has led to the solution of an interesting story in Soft Matter. We are very proud of the quality and range of contributions to the Topical Issue. Together they comprise a wide selection of topics, that showcase some of the best methods that have emerged to tackle the related computational challenges. Some of the biggest problems in the simulation of Soft Matter systems relate to the long timescales required to observe complex relaxation phenomena. The prototypical example of a rapid dynamical slowing down is given by glassformers. Anomalous dynamical properties are often observed in glasses, where relaxation times span several orders of magnitude with a small change in temperature. The articl...