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cs.CV 1

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2026 1

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Zero-Gated Language-conditioned Human Motion Prediction

cs.CV · 2026-06-28 · unverdicted · novelty 5.0

ZGL injects frozen CLIP text embeddings of VLM-generated motion captions into a DCT Transformer via zero-gated adapters and reports lower MPJPE than pose-only baselines on Human3.6M with transfer to CMUMocap.

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  • Zero-Gated Language-conditioned Human Motion Prediction cs.CV · 2026-06-28 · unverdicted · none · ref 26

    ZGL injects frozen CLIP text embeddings of VLM-generated motion captions into a DCT Transformer via zero-gated adapters and reports lower MPJPE than pose-only baselines on Human3.6M with transfer to CMUMocap.