Intelligent financial forecasting using transformers, neuro-symbolic AI, and agent-based systems.

Jeyajeev V, Kannan RJ, Deebalakshmi R, Rajagopal BG, Jeyakrishnan V, Abbas M, Kalathil S

DOI: 10.1038/s41598-026-49558-0
Published: 2026 May 30
Container: Scientific reports
Publisher: Not recorded
Open access: yes

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Cite this work

BibTeX

@article{allodium:10.1038/s41598-026-49558-0,
  title = {Intelligent financial forecasting using transformers, neuro-symbolic AI, and agent-based systems.},
  author = {Jeyajeev V and Kannan RJ and Deebalakshmi R and Rajagopal BG and Jeyakrishnan V and Abbas M and Kalathil S},
  year = {2026},
  journal = {Scientific reports},
  doi = {10.1038/s41598-026-49558-0},
  url = {https://doi.org/10.1038/s41598-026-49558-0}
}

RIS

TY  - JOUR
TI  - Intelligent financial forecasting using transformers, neuro-symbolic AI, and agent-based systems.
AU  - Jeyajeev V
AU  - Kannan RJ
AU  - Deebalakshmi R
AU  - Rajagopal BG
AU  - Jeyakrishnan V
AU  - Abbas M
AU  - Kalathil S
PY  - 2026
JO  - Scientific reports
DO  - 10.1038/s41598-026-49558-0
UR  - https://doi.org/10.1038/s41598-026-49558-0
ER  -

APA

V, J., RJ, K., R, D., BG, R., V, J., M, A., & S, K. (2026). Intelligent financial forecasting using transformers, neuro-symbolic AI, and agent-based systems.. Scientific reports. https://doi.org/10.1038/s41598-026-49558-0

Source records

pubmed · retrieved 2026-09-26T06:49:27.009Z