LeJepa can train JEPA-style models without relying on EMA while still avoiding collapse and learning strong representations, achieving competitive or better performance compared to VICReg, Barlow Twins, and SimCLR on standard vision benchmarks, with accuracy levels similar to state-of-the-art DINO on ImageNet.