Pith Number

pith:BWYUKDYC

pith:2026:BWYUKDYCWLFAWWU5JTQXYQY5OB

not attested not anchored not stored refs pending

Unlocking Complex Visual Generation via Closed-Loop Verified Reasoning

Hanbo Cheng, Jun Du, Limin Lin, Ruo Zhang, Yicheng Pan

CLVR couples verified logical planning with pixel diffusion, uses proxy reinforcement learning on distilled histories, and merges weights to cut inference to 4 NFEs while outperforming open-source T2I models on complex benchmarks.

arxiv:2605.14876 v1 · 2026-05-14 · cs.CV · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BWYUKDYCWLFAWWU5JTQXYQY5OB}

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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

CLVR outperforms existing open-source baselines across multiple benchmarks and approaches the performance of proprietary commercial models, unlocking general test-time scaling capabilities for complex visual generation.

C2weakest assumption

The automated data engine with step-level visual verification can reliably synthesize reasoning trajectories that are free of planning hallucinations and representative of real user prompts.

C3one line summary

Receipt and verification

First computed	2026-05-17T23:38:56.090166Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0db1450f02b2ca0b5a9d4ce17c431d7065930f1efb9a19aa193e7d19b3af9782

Aliases

arxiv: 2605.14876 · arxiv_version: 2605.14876v1 · doi: 10.48550/arxiv.2605.14876 · pith_short_12: BWYUKDYCWLFA · pith_short_16: BWYUKDYCWLFAWWU5 · pith_short_8: BWYUKDYC

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/BWYUKDYCWLFAWWU5JTQXYQY5OB \
  | 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: 0db1450f02b2ca0b5a9d4ce17c431d7065930f1efb9a19aa193e7d19b3af9782

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b3d4777c1f4af89cc8e7ba0b0b24b141e737a90ff68ebb98d1e26cb66123adc3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-05-14T14:22:25Z",
    "title_canon_sha256": "780812694d4328fb0796e8430867532ba5178ec381cd362ac732ad63cb9c5d3f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.14876",
    "kind": "arxiv",
    "version": 1
  }
}