@article{encoderdecodermanifoldalignmentforidempo, title = {Encoder-Decoder Manifold Alignment for Idempotent Generation}, author = {Dareen Alharthi and Abdul Waheed and Bhiksha Raj}, year = {2026}, eprint = {2606.22304}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2606.22304}, }