APA (7th ed.) Citation

Pan, W., Liu, G., Zhu, B., Wang, Q., Lu, Y., Lin, B., & Hu, R. Q. (2026). Rethinking On-Device LLM Reasoning: Why Analogical Mapping Outperforms Abstract Thinking for IoT DDoS Detection.

Chicago Style (17th ed.) Citation

Pan, William, Guiran Liu, Binrong Zhu, Qun Wang, Yingzhou Lu, Beiyu Lin, and Rose Qingyang Hu. Rethinking On-Device LLM Reasoning: Why Analogical Mapping Outperforms Abstract Thinking for IoT DDoS Detection. 2026.

MLA (9th ed.) Citation

Pan, William, et al. Rethinking On-Device LLM Reasoning: Why Analogical Mapping Outperforms Abstract Thinking for IoT DDoS Detection. 2026.