3 papers
cs.LG2026
The Identifiability and Observability of Deep Normalized Attention
Pranav Venkata Konda
We study which parameters of deep, unmasked, single-head attention are determined by its input--output function. For known positive nonconstant real-analytic normalizers, the funct…
cs.LG2026
Transformers Learn the Mestre-Nagao Heuristic
Pranav Venkata Konda
We train a two-layer transformer encoder to classify rational elliptic curves of conductor as either rank 0 or rank 1 from the first 128 normalized Frob…
cs.IT2024
Khovanov homology and quantum error-correcting codes
Rostislav Akhmechet, Milena Harned, Pranav Venkata Konda +4
Error-correcting codes for quantum computing are crucial to address the fundamental problem of communication in the presence of noise and imperfections. Audoux used Khovanov homolo…