J, A.K., Patel, N.D., D, S. and Patel, A. 2026. Behavioral Malware Detection via API Call Sequences: A Comparative Study of LSTM and Transformer Architectures Using NLP-Inspired Representations. Journal of Computing Theories and Applications. 3, 4 (Apr. 2026), 443–456. DOI:https://doi.org/10.62411/jcta.15811.