Research papers and current work.
The Identifiability and Observability of Deep Normalized Attention
Pranav Venkata Konda · 2026 · arXiv:2610.09620
Transformers Learn the Mestre–Nagao Heuristic
Pranav Venkata Konda · 2026 · arXiv:2606.15036
Khovanov Homology and Quantum Error-Correcting Codes
Rostislav Akhmechet, Milena Harned, Pranav Venkata Konda, Felix Shanglin Liu, Nikhil Mudumbi, Eric Yuang Shao, and Zheheng Xiao · Experimental Mathematics, 2026 · DOI:10.1080/10586458.2026.2615947
Activation monitors under distribution shift
Research on activation-monitor transfer, with experiment notes and a proposed study.
What Can Cooperative Agents Forget?
MARS working preprint · Population experiment note