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Discrete Diffusion

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Jun 12, 2026 · Artificial Intelligence

DiffusionGemma Boosts Text Generation Speed Up to 4× with Discrete Diffusion

Google’s open‑source DiffusionGemma model leverages a 26‑billion‑parameter Mixture‑of‑Experts architecture and discrete diffusion decoding to generate whole text blocks, achieving up to four times faster generation—over 1100 tokens/s on an NVIDIA H100 and 700 tokens/s on an RTX 5090—while activating only 3.8 billion parameters during inference.

DiffusionGemmaDiscrete DiffusionGPU Acceleration

0 likes · 4 min read

DiffusionGemma Boosts Text Generation Speed Up to 4× with Discrete Diffusion

Machine Heart

May 11, 2026 · Artificial Intelligence

How PRISM Enables Efficient Test‑Time Scaling for Discrete Diffusion Language Models

The article analyzes how the PRISM framework redesigns test‑time scaling for discrete diffusion language models by replacing costly Best‑of‑N sampling with a three‑stage hierarchical search, local branching via partial remasking, and self‑verified feedback, achieving large accuracy gains on math and code benchmarks while cutting inference compute by up to four‑fold.

Discrete DiffusionHierarchical SearchInference Optimization

0 likes · 11 min read

How PRISM Enables Efficient Test‑Time Scaling for Discrete Diffusion Language Models