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Lufang Chen

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نسخة أولية وصول مفتوح

LatentQuant: Preserving the Policy-Facing Latent Contract under NVFP4 VAE Quantization

Ziye Deng, Lufang Chen, Shuyu Feng وآخرون · 2026

Recent world action models (WAMs) reuse pretrained video VAEs whose encoder latents directly condition downstream action policies. Quantization must therefore preserve not only reconstruction fidelity but also the policy-facing latent contract expected by the frozen policy. Direct NVFP4 leaves W4A4 quantization error u …

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