Zhou, Haoliang, et al. “Duplex Rewards Optimization for Test-Time Composed Image Retrieval”. Proceedings of the AAAI Conference on Artificial Intelligence, vol. 40, no. 16, Mar. 2026, pp. 13629-37, doi:10.1609/aaai.v40i16.38369.