Pith Number

pith:GYSV3W33

pith:2023:GYSV3W33GV2BFROPXAMTSXNPXR

not attested not anchored not stored refs pending

Prompt-In-Prompt Learning for Universal Image Restoration

Chenglong Ma, Hongming Shan, Junping Zhang, Yiming Lei, Zilong Li

arxiv:2312.05038 v1 · 2023-12-08 · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GYSV3W33GV2BFROPXAMTSXNPXR}

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

8 papers in Pith

Diffusion-Based sRGB Real Noise Generation via Prompt-Driven Noise Representation Learning

STAR-IOD: Scale-decoupled Topology Alignment with Pseudo-label Refinement for Remote Sensing Incremental Object Detection

Expandable, Compressible, Mineable: Open-World Thermal Image Restoration

Leveraging Multimodal Large Language Models for All-in-One Image Restoration via a Mixture of Frequency Experts

Receipt and verification

First computed	2026-07-05T07:21:56.122716Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36255ddb7b357412c5cfb819395dafbc79552c5dde5aad837e2b963135173408

Aliases

arxiv: 2312.05038 · arxiv_version: 2312.05038v1 · doi: 10.48550/arxiv.2312.05038 · pith_short_12: GYSV3W33GV2B · pith_short_16: GYSV3W33GV2BFROP · pith_short_8: GYSV3W33

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/GYSV3W33GV2BFROPXAMTSXNPXR \
  | 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: 36255ddb7b357412c5cfb819395dafbc79552c5dde5aad837e2b963135173408

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa680fef9f085ded466f5b7ae9ff2017a41a5d26a7dbbe1f034664b82dc34945",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-12-08T13:36:01Z",
    "title_canon_sha256": "5091a22e886b5ddf97c159e22fa28c5f5205efed4a2fbd3dca9b6e0efae59a07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05038",
    "kind": "arxiv",
    "version": 1
  }
}