Pith Number

pith:WAJ3BMIU

pith:2026:WAJ3BMIU4DFIPJNFMG67NX3ZCF

not attested not anchored not stored refs pending

AuDirector: A Self-Reflective Closed-Loop Framework for Immersive Audio Storytelling

Baoxiang Li, Chao Zhang, Wen Wu, Xuenan Xu, Yiming Ren, Ziyang Zhang

AuDirector's self-reflective closed-loop multi-agent framework produces long-form audio stories with greater structural coherence, emotional expressiveness, and acoustic fidelity than existing approaches.

arxiv:2605.11866 v2 · 2026-05-12 · cs.SD

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\usepackage{pith}
\pithnumber{WAJ3BMIU4DFIPJNFMG67NX3ZCF}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Claims

C1strongest claim

Experiments demonstrate that AuDirector achieves superior performance compared to state-of-the-art baselines in structural coherence, emotional expressiveness, and acoustic fidelity.

C2weakest assumption

That the Identity-Aware Pre-production, Collaborative Synthesis and Correction, and Human-Guided Interactive Refinement modules can be integrated into a stable closed-loop system that consistently improves output quality without introducing new inconsistencies or requiring extensive manual tuning.

C3one line summary

AuDirector is a self-reflective closed-loop multi-agent framework that generates immersive audio narratives with improved structural coherence, emotional expressiveness, and acoustic fidelity via identity-aware voice adaptation and iterative correction.

Formal links

2 machine-checked theorem links

Cited by

2 papers in Pith

AuDirector: A Self-Reflective Closed-Loop Framework for Immersive Audio Storytelling

Receipt and verification

First computed	2026-05-21T01:04:27.755084Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b013b0b114e0ca87a5a561bdf6df791141e0fcd4570efa66a0f3d412306efa82

Aliases

arxiv: 2605.11866 · arxiv_version: 2605.11866v2 · doi: 10.48550/arxiv.2605.11866 · pith_short_12: WAJ3BMIU4DFI · pith_short_16: WAJ3BMIU4DFIPJNF · pith_short_8: WAJ3BMIU

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/WAJ3BMIU4DFIPJNFMG67NX3ZCF \
  | 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: b013b0b114e0ca87a5a561bdf6df791141e0fcd4570efa66a0f3d412306efa82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc5ee5b723214b2f8b25fd518c5afbdd52ba547f0575f242f7cb3b80cdac060e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SD",
    "submitted_at": "2026-05-12T09:46:36Z",
    "title_canon_sha256": "955a7877f45671733ab8c7192705ed1f7d9d1d28008d6e5fdb7c877164872a3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.11866",
    "kind": "arxiv",
    "version": 2
  }
}