In 2018, Graves was elected as a Fellow of the American Physical Society (APS), after a nomination from the APS Forum on Education, "for extraordinary contributions to physics education, including creatively strengthening the teaching of computational physics and steadily engaging issues of gender and physics through presentations and publications".