Queer in AI’s demographic survey reveals that most queer scientists in our community do not feel completely welcome in conferences and their work environments, with the main reasons being a lack of queer community and role models. Over the past years, Queer in AI has worked towards these goals, yet we have observed that the voices of underrepresented queer communities, especially transgender, non-binary folks and queer BIPOC folks have been neglected. The purpose of this workshop is to highlight issues that these communities face by featuring talks and panel discussions on the inclusiveness of non-Western non-binary identities; and Black, Indigenous, and Pacific Islander non-cis folks. Additionally, this proposal outlines making virtual/hybrid conferences more inclusive of queer folks.