M. Liu

This record appears to combine two quite different lines of work: optical communications engineering (all-optical signal processing in nonlinear waveguides) and topics related to modern machine learning, including large language models, generative AI, and data-efficient training methods. Because the publication list mixes photonics hardware papers with broad conceptual write-ups on AI/ML topics, it may represent either a very broad research portfolio or a case where the underlying data spans work from more than one contributor with the same name.

Publication counts were low or zero for most of the past decade but show a sharp increase in the most recent year, suggesting either a recent surge in output or a change in the scope of tracked publications.

Generated by claude-sonnet-5 from public bibliographic data · Jul 20, 2026