The present invention provides improved antibodies or antigen-binding molecules that specifically recognize and agonize the tyrosine receptor kinase B (TrkB) receptor, and methods of their use. Also provided in the invention are polynucleotides and vectors that encode such molecules and host cells that harbor the polynucleotides or vectors.