Pith Number

pith:NUO3R3PV

pith:2025:NUO3R3PV5ZCUUPM2F27JPDVEQD

not attested not anchored not stored refs pending

ReF-LLE: Personalized Low-Light Enhancement via Reference-Guided Deep Reinforcement Learning

Ming Zhao, Pingping Liu, Tongshun Zhang, Zhe Zhang

arxiv:2506.22216 v1 · 2025-06-27 · cs.CV · eess.IV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NUO3R3PV5ZCUUPM2F27JPDVEQD}

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.

Cited by

1 paper in Pith

RL-AWB: Deep Reinforcement Learning for Auto White Balance Correction in Low-Light Night-time Scenes

Receipt and verification

First computed	2026-07-05T11:28:23.763917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d1db8edf5ee454a3d9a2ebe978ea480c702a15c0ef7e60d356129ee24c60fef

Aliases

arxiv: 2506.22216 · arxiv_version: 2506.22216v1 · doi: 10.48550/arxiv.2506.22216 · pith_short_12: NUO3R3PV5ZCU · pith_short_16: NUO3R3PV5ZCUUPM2 · pith_short_8: NUO3R3PV

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/NUO3R3PV5ZCUUPM2F27JPDVEQD \
  | 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: 6d1db8edf5ee454a3d9a2ebe978ea480c702a15c0ef7e60d356129ee24c60fef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd9440019fb64d089c57452319a4d9643716de0eec756a88a26ba688d831f3b4",
    "cross_cats_sorted": [
      "eess.IV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-06-27T13:35:34Z",
    "title_canon_sha256": "ad706973880c16dabb3241ef052bfdf520fc88b4841790608748f24b82093ad4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.22216",
    "kind": "arxiv",
    "version": 1
  }
}