Physical and genetic interactions are described in the help wiki, accessed via the top menu bar on the page you linked to.
_Physical interactions_ refer to experiments where the gene product (protein) has been shown to physically interact with another protein, such as by co-immunoprecipitation, fluorescent staining, yeast two-hybrid system, etc.
_Genetic interactions_ refer to experiments where changes in a certain gene reflect in changes to your gene of interest (or vice-versa) - dosage lethality, dosage rescue, synthetic haploinsufficiency, etc.