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pith:S27EYZAZ

pith:2026:S27EYZAZNKRAMKO4A5JC7BJYUC
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Unison: Harmonizing Motion, Speech, and Sound for Human-Centric Audio-Video Generation

Chi Zhang, Jiaxu Zhang, Quanyue Song, Shansong Liu, Shihao Cheng, Xiaolei Zhang, Xuelong Li, Zhigang Tu, Zhizhi Guo

Unison is a unified framework that harmonizes motion, speech, and sound in human-centric video generation through explicit multimodal strategies.

arxiv:2605.08729 v2 · 2026-05-09 · cs.CV · cs.GR · cs.MM · cs.SD

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3 Author claim open · sign in to claim
4 Citations open
5 Replications open
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Claims

C1strongest claim

Unison achieves state-of-the-art performance in both audio perceptual quality and cross-modal synchronization, highlighting the importance of explicit multimodal harmonization in human-centric video generation.

C2weakest assumption

That the proposed semantic-guided harmonization strategy and bidirectional cross-modal forcing with decoupled denoising schedules will reliably improve coherence without introducing new artifacts or requiring extensive post-hoc tuning on specific datasets.

C3one line summary

Unison introduces a unified framework using semantic-guided harmonization and bidirectional cross-modal forcing to generate human-centric videos with improved synchronization between motion, speech, and sound effects.

Formal links

2 machine-checked theorem links

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2 papers in Pith

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First computed 2026-06-30T02:17:22.483285Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

96be4c64196aa20629dc07522f8538a0896b444582807d50509b71e8179e6d50

Aliases

arxiv: 2605.08729 · arxiv_version: 2605.08729v2 · doi: 10.48550/arxiv.2605.08729 · pith_short_12: S27EYZAZNKRA · pith_short_16: S27EYZAZNKRAMKO4 · pith_short_8: S27EYZAZ
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Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/S27EYZAZNKRAMKO4A5JC7BJYUC \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 96be4c64196aa20629dc07522f8538a0896b444582807d50509b71e8179e6d50
Canonical record JSON
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    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-05-09T06:32:54Z",
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