I don't know if you are designing a true bandgap or a CMOS voltage reference, but you can use this as a guide:
https://github.com/efabless/sky130_ak_ip__cmos_vref . Its minimum power supply spec is 1.62V. The amp differential input pair is cascoded with NVT transistors, which may be the design trick you need to make it work.