Pith Number

pith:GHEZNCL4

pith:2025:GHEZNCL4SHJOA6KI6BKLPW23ZC

not attested not anchored not stored refs pending

Q-Insight: Understanding Image Quality via Visual Reinforcement Learning

Jian Zhang, Junlin Li, Li Zhang, Shijie Zhao, Weiqi Li, Xuanyu Zhang, Yabin Zhang

arxiv:2503.22679 v2 · 2025-03-28 · cs.CV

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\usepackage{pith}
\pithnumber{GHEZNCL4SHJOA6KI6BKLPW23ZC}

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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.

Cited by

11 papers in Pith

Beyond Absolute Scores: Relative Edit-induced Difference for Generalizable Image Aesthetic Assessment

HiTokSR: A Coarse-to-Fine Tokenizer with Hierarchical Codebooks for High-Fidelity Real-World Image Super-Resolution

Beyond Absolute Scores: Relative Edit-induced Difference for Generalizable Image Aesthetic Assessment

DRM: Diffusion-based Reward Model With Step-wise Guidance

Ultra-High-Definition Image Quality Assessment via Graph Representation Learning

Receipt and verification

First computed	2026-07-05T11:08:18.728202Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31c996897c91d2e07948f054b7db5bc8aff8171b1aa90917af2f8f5d4b483e19

Aliases

arxiv: 2503.22679 · arxiv_version: 2503.22679v2 · doi: 10.48550/arxiv.2503.22679 · pith_short_12: GHEZNCL4SHJO · pith_short_16: GHEZNCL4SHJOA6KI · pith_short_8: GHEZNCL4

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/GHEZNCL4SHJOA6KI6BKLPW23ZC \
  | 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: 31c996897c91d2e07948f054b7db5bc8aff8171b1aa90917af2f8f5d4b483e19

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f659e2e9a308751be04a4223bcec0a84f4633e883271c9755ba6399f8b0ca78d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-28T17:59:54Z",
    "title_canon_sha256": "4719fa3cde332394645525c97f627e7a2e6240b1fe2d4f41421a1898b957f17f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.22679",
    "kind": "arxiv",
    "version": 2
  }
}