Unlocking Compositional Generalization in Continual Few-Shot Learning

Unlocking Compositional Generalization in Continual Few-Shot Learning
NeurIPS 2026 Main Track
Phu-Quy Nguyen-Lam, Phu-Hoa Pham, Duy-Minh Dao-Sy, Chi-Nguyen Tran, Trung-Kiet Huynh, Long Tran-Thanh
Holistic training with a slot-attention router, then compositional inference that scores queries part by part, so a continual few-shot learner generalizes to unseen combinations of known parts.

Unlocking Compositional Generalization in Continual Few-Shot Learning

Nguyen-Lam, P.-Q., Pham, P.-H., Dao-Sy, D.-M., Tran, C.-N., Huynh, T.-K., Tran-Thanh, L. (2026). Unlocking Compositional Generalization in Continual Few-Shot Learning. NeurIPS 2026. arXiv:2605.11710.