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In an effort to identify nearby and unusual cold objects in the solarneighborhood, we searched for previously unidentified moving objects usingCatWISE2020 proper motion data combined with machine learning methods. Wepaired the motion candidates with their counterparts in 2MASS, UHS, and VHS.Then we searched for white dwarf, brown dwarf, and subdwarf outliers on theresulting color-color diagrams. This resulted in the discovery of 16 new dwarfsincluding two nearby M dwarfs (< 30 pc), a possible young L dwarf, a highmotion early T dwarf and 3 later T dwarfs. This research represents a stepforward in completing the census of the Sun's neighbors.

Discovery of 16 New Members of the Solar Neighborhood using Proper Motions from CatWISE2020