@article{uniqueuniversaltopksparseattentionfortra, title = {UNIQUE: Universal Top-k Sparse Attention for Training-free Inference and Sparsity-aware Training}, author = {Keqi Deng and Shaoshi Ling and Ruchao Fan and Jinyu Li}, year = {2026}, eprint = {2605.27740}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.27740}, }