Bahrad A. Sokhansanj

Researcher, Drexel University

1 paper at NeurIPS 2025

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Poster Session 6

1 paper

Friday, December 5, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Context-Aware Regularization with Markovian Integration for Attention-Based Nucleotide Analysis

#1713 · Mohammadsaleh Refahi, Mahdi Abavisani, Bahrad A. Sokhansanj, James R. Brown, Gail Rosen

We propose CARMANIA, a context-aware regularization method for nucleotide sequence analysis that enforces Markovian properties in Transformers, improving long-range dependencies, convergence speed, and out-of-domain generalization.