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large-scale pretraining

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Jun 12, 2026 · Artificial Intelligence

Building a Universal Sound Model: Xiaomi Dasheng’s 8‑GPU AI Engineering Journey

This article details Xiaomi Dasheng’s end‑to‑end approach to creating a universal sound representation model, from choosing a Masked Autoencoder pre‑training framework and scaling up to 1.2 B parameters on 300 TB of diverse audio, to six‑dimensional annotation, unified understanding‑generation architecture, and future audio‑scene generation.

Xiaomi Dashengaudio generationaudio representation

0 likes · 13 min read

Building a Universal Sound Model: Xiaomi Dasheng’s 8‑GPU AI Engineering Journey

Baidu Tech Salon

May 24, 2024 · Artificial Intelligence

HelixDock: A Large-Scale Pretrained Full-Atom Diffusion Model for Protein–Small Molecule Docking

HelixDock, a full‑atom diffusion model pretrained on a billion‑scale simulated docking dataset covering ~200,000 protein targets, delivers state‑of‑the‑art docking accuracy—85.6% success on PoseBusters and strong generalization on cross‑docking benchmarks—showing that massive data and model scaling dramatically improve AI‑driven drug discovery, and its code and data are fully open‑source.

AI for drug discoveryHelixDockdeep learning

0 likes · 6 min read

HelixDock: A Large-Scale Pretrained Full-Atom Diffusion Model for Protein–Small Molecule Docking