Author

Meng-Qing Cai

h-index 1 View on Semantic Scholar

We have 2 of 4 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#artificial intelligence Review Sep 2026

Artificial Intelligence in Equity and Crypto Markets: Progress, Profitability Evidence, and the Limits of Automated Investing

No general AI architecture is shown to deliver persistent, cross-regime, capacity-aware net alpha within the public evidence examined here, and more credible claims require point-in-time data and models, decision-aligned objectives, joint portfolio--execution evaluation, controlled adaptation, prospective tests, and au...

Lin-Sen Zhu, Meng-Qing Cai · 0 citations

#artificial intelligence Review Sep 2026

From Language Models to World-Acting Systems: Progress and Limits of Agentic AI across Digital, Social, Virtual, and Physical Environments

Large language models become consequential agents when surrounding systems let outputs change external state. Models now call tools, operate interfaces, delegate work, retain state, inhabit generated worlds, and control robots or laboratory equipment. Such advances are often narrated as one march toward autonomy, confl...

Lin-Sen Zhu, Meng-Qing Cai · 2 citations