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math.NA2026
DBDSVDMR3: An MRRR-Based Bidiagonal SVD Solver Built from DSTEGR
James Demmel, Inderjit Dhillon, Sai Surya Duvvuri +3
The optimal algorithm for the symmetric tridiagonal eigenvalue problem is Multiple Relatively Robust Representations (MRRR or MR), which is capable of computing eigenvalue/…
cs.LG2026
Interleaved Head Attention
Sai Surya Duvvuri, Chanakya Ekbote, Rachit Bansal +6
Multi-Head Attention (MHA) is the core computational primitive underlying modern Large Language Models (LLMs). However, MHA suffers from a fundamental linear scaling limitation: $H…