Pith Number

pith:6TOAJNEL

pith:2026:6TOAJNELJHQE6GMGBR3F6ZG266

not attested not anchored not stored refs pending

CAMEO: A Conditional and Quality-Aware Multi-Agent Image Editing Orchestrator

Hao Zheng, Hill Zhang, Jiaheng Wei, Shuhong Wu, Tianyi Fan, Yuhan Pu, Ziqian Mo, Zirui Pang

CAMEO turns conditional image editing into a feedback-driven multi-agent process that raises win rates by 20 percent over single-step models.

arxiv:2604.03156 v2 · 2026-04-03 · cs.CV

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\usepackage{pith}
\pithnumber{6TOAJNELJHQE6GMGBR3F6ZG266}

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Record completeness

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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

CAMEO consistently achieves 20% more win rate on average compared to multiple state-of-the-art models, demonstrating improved robustness, controllability, and structural reliability in conditional image editing.

C2weakest assumption

That the multi-agent decomposition with embedded evaluation will reliably detect and correct structural and contextual inconsistencies without introducing new artifacts or requiring impractical computation, and that comparisons against independent evaluation models are unbiased and comprehensive.

C3one line summary

CAMEO uses coordinated agents for planning, prompting, generation, and quality feedback to achieve higher structural reliability in conditional image editing than single-step models.

Receipt and verification

First computed	2026-06-19T16:11:22.777263Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f4dc04b48b49e04f19860c765f64daf7991dc664d542d6b7b095ab04913b2bcb

Aliases

arxiv: 2604.03156 · arxiv_version: 2604.03156v2 · doi: 10.48550/arxiv.2604.03156 · pith_short_12: 6TOAJNELJHQE · pith_short_16: 6TOAJNELJHQE6GMG · pith_short_8: 6TOAJNEL

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/6TOAJNELJHQE6GMGBR3F6ZG266 \
  | 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: f4dc04b48b49e04f19860c765f64daf7991dc664d542d6b7b095ab04913b2bcb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cdd56530fb30d21a3131bc0ab0966acd7c7790757f409c2e6534c0547ac466d9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-04-03T16:27:02Z",
    "title_canon_sha256": "3c43939a444b0ab08c82942010c9148132e4c26bf361a2931d433c38b2881479"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2604.03156",
    "kind": "arxiv",
    "version": 2
  }
}