Think Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents


Journal article


Amirmohammad Farzaneh, Osvaldo Simeone
arXiv preprint arXiv:2607.26865, 2026

Cite

Cite

APA   Click to copy
Farzaneh, A., & Simeone, O. (2026). Think Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents. ArXiv Preprint ArXiv:2607.26865.


Chicago/Turabian   Click to copy
Farzaneh, Amirmohammad, and Osvaldo Simeone. “Think Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents.” arXiv preprint arXiv:2607.26865 (2026).


MLA   Click to copy
Farzaneh, Amirmohammad, and Osvaldo Simeone. “Think Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents.” ArXiv Preprint ArXiv:2607.26865, 2026.


BibTeX   Click to copy

@article{amirmohammad2026a,
  title = {Think Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents},
  year = {2026},
  journal = {arXiv preprint arXiv:2607.26865},
  author = {Farzaneh, Amirmohammad and Simeone, Osvaldo}
}