 This phase I trial studies the best dose and side effects of paclitaxel albumin-stabilized nanoparticle formulation nab-paclitaxelrituximab-coated nanoparticle AR160 in treating patients with B-cell non-Hodgkin lymphoma that has come back or is not responding to treatment. Nab-paclitaxelrituximab-coated nanoparticle AR160 is a combination of paclitaxel albumin-stabilized nanoparticle formulation and rituximab. Drugs used in chemotherapy, such as paclitaxel albumin-stabilized nanoparticle formulation, work in different ways to stop the growth of tumor cells, either by killing the cells, by stopping them from dividing, or by stopping them from spreading. Monoclonal antibodies, such as rituximab, may interfere with the ability of tumor cells to grow and spread. Giving paclitaxel albumin-stabilized nanoparticle formulation and rituximab may work better in treating patients with B-cell non-Hodgkin lymphoma. 