DiScoFormer: One transformer for density and score, across distributions
DiScoFormer introduces a single Transformer that estimates both density and score for any data distribution without retraining, breaking the trade-off between generalization and accuracy.
Hugging Face Blog · Jun 30, 2026
DiffusionGemma
Google open-sources DiffusionGemma, applying diffusion architecture to text generation for the first time, achieving over 500 tokens/sec and offering a new paradigm for high-throughput scenarios.
Simon Willison · Jun 11, 2026
Towards Speed-of-Light Text Generation with Nemotron-Labs Diffusion Language Models
NVIDIA's new diffusion language models generate tokens in parallel and refine them iteratively, potentially breaking the latency limits of traditional autoregressive models and enabling self-correction.
Hugging Face Blog · May 23, 2026