news

Oct 02, 2026 We released our work on post-training frontier text-to-image models by combining human preference and rubric rewards. Our recipe improves FLUX.2-dev’s Arena Elo score by 69 points, and our post-trained Ideogram-4 ranks above every open-source model in the September 4, 2026 Arena leaderboard snapshot.
Sep 24, 2026 Arena-T2I Hard: Benchmarking and Improving Faithfulness with Dependency-Aware Checklist was accepted to NeurIPS 2026 as a Spotlight!
Sep 11, 2026 We released ReCAST, a method for assigning reward credit across diffusion timesteps.
Aug 20, 2026 We released Stream4D, which uses 4D reconstruction rewards and motion priors to improve scene consistency and preserve natural motion in streaming video generation.