In 2021, Zeng was named a Fellow of the American Physical Society (APS), after a nomination from the APS Division of Quantum Information, "for pioneering work and contributions in quantum information science (QIS), including error correction and fault-tolerance, many-body entanglement, quantum tomography, quantum marginals, and QIS applications in quantum matter, and for her long-term contribution to QIS services and education".