MAC-Attention: a Match-Amend-Complete Scheme for Fast and Accurate Attention Computation J. Yao, S. Jacobs, W. Krichene, M. Tanaka, D. Panda Ninth Annual Conference on Machine Learning and Systems, MLSys 26, May 2026.