Magnetic proximity effect (MPE) is generally considered to occur at the
magnetic-nonmagnetic material interface within a short-range space domain,
while the structural geometry modulation on such an interface effect has not
been explored. Here, we fabricate isomeric paramagnetic metallic IrO2 with
rutile and anatase structures, respectively, on a ferrimagnetic insulating
CoFe2O4, and study the MPE-induced magnetism by anomalous Hall effect (AHE)
measurements. The rutile phase with layered structure shows a conventional AHE
and identical coercive-field with CoFe2O4, indicating a concomitant magnetic
switching as a result of a strong magnetic coupling at the interface. In
contrast, the anatase phase with tetrahedral structure exhibits an
unconventional AHE with negative coercive-field at low temperatures. Further
analyses indicate that in anatase, the contribution that strongly couples with
CoFe2O4 is dramatically suppressed while a giant frustration-like response
emerges. Our findings reveal that the MPE-induced spin orders can be
pronouncedly modulated by structural geometry