Pith. sign in
Pith Number

pith:FULFSNKY

pith:2025:FULFSNKYVVVQEYEWQO3QYQOSAI
not attested not anchored not stored refs pending

From Enhancement to Understanding: Build a Generalized Bridge for Low-light Vision via Semantically Consistent Unsupervised Fine-tuning

Jingyun Zhang, Jun Wang, Lizhuang Ma, Ruixin Zhang, Sen Wang, Shao Zeng, Shouhong Ding, Tianjun Gu, Xin Tan, Yuan Xie, Zhizhong Zhang

arxiv:2507.08380 v1 · 2025-07-11 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FULFSNKYVVVQEYEWQO3QYQOSAI}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.
Receipt and verification
First computed 2026-07-05T11:35:37.035290Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2d16593558ad6b02609683b70c41d2022d6d53f124014adbbebf6f3ea1a2daec

Aliases

arxiv: 2507.08380 · arxiv_version: 2507.08380v1 · doi: 10.48550/arxiv.2507.08380 · pith_short_12: FULFSNKYVVVQ · pith_short_16: FULFSNKYVVVQEYEW · pith_short_8: FULFSNKY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FULFSNKYVVVQEYEWQO3QYQOSAI \
  | 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: 2d16593558ad6b02609683b70c41d2022d6d53f124014adbbebf6f3ea1a2daec
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "293c7b774802632ff8c16305e34f02379857bee0b2a681f46bc0e40e4f9be1a3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-07-11T07:51:26Z",
    "title_canon_sha256": "3328197ce9ba4efe4ebb7530913fe71a498ea68fac40e362d0619959ddb9f9c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.08380",
    "kind": "arxiv",
    "version": 1
  }
}