They are marked with the contact information of either GNS Science, or Columbia University on the side of them.
Although most of the instruments installed were successfully recovered last year, a few of them did not respond to their release signal during a recent voyage on R/V Tangaroa.
Dr Laura Wallace, GNS Science, said instruments went missing occasionally as operating them in very deep water was technologically challenging.
"The information recorded on the instruments is very valuable to us, and we would love to hear from anyone if they find one of these sensors washed up on the shore," Wallace said.
Wallace said anyone who had found an unusual piece of equipment such as this should contact GNS Science at 04 570 1444.
Initial data from the seafloor instruments suggested many more earthquakes were happening off the North Island's East Coast than could be detected by the onshore network of instruments operated by GeoNet.
The data collected helps scientists learn more about earthquakes and slow-slip events at the Hikurangi subduction zone, and what this means for future earthquakes in New Zealand.
Wallace said the focus of the research project will help to understand how, why, and how often the Hikurangi subduction zone moved in slow-slip events and large earthquakes.
The research is being undertaken under a five-year MBIE-funded Endeavour project led by GNS Science, with major collaboration and contributions from other New Zealand and international partners.
East Coast LAB (Life at the Boundary) is a collaborative programme that brings together scientists, emergency managers and other experts, with the community from across the East Coast to makes it easy and exciting to learn more about natural hazards and how they affect us.