@article{roleawareneuralconvexdivergenceheadsfora, title = {Role-Aware Neural Convex Divergence Heads for Asymmetric Representation Learning}, author = {He Huang and Lu Shen and Yunfeng Huang and Li Qi}, year = {2026}, eprint = {2607.01762}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.01762}, }