Pith Number

pith:UNNPPCYR

pith:2025:UNNPPCYRMWYAR7PBRQZRI7LOZ6

not attested not anchored not stored refs pending

Hybrid Agents for Image Restoration

Bingchen Li, Xin Li, Yiting Lu, Zhibo Chen

arxiv:2503.10120 v1 · 2025-03-13 · 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{UNNPPCYRMWYAR7PBRQZRI7LOZ6}

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

7 papers in Pith

HDRAgent: An Agentic Framework for Multi-Exposure HDR Imaging

EvoIR-Agent: Self-Evolving Image Restoration Agentic System via Experience-Driven Learning

Self-Evolving Agentic Image Restoration via Deliberate Planning and Intuitive Execution

EvoIR-Agent: Self-Evolving Image Restoration Agentic System via Experience-Driven Learning

Restore-R1: Efficient Image Restoration Agents via Reinforcement Learning with Multimodal LLM Perceptual Feedback

Receipt and verification

First computed	2026-07-05T10:30:38.908589Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a35af78b1165b008fde18c33147d6ecf8bbc9a422806a940f4dfd684ae4dc938

Aliases

arxiv: 2503.10120 · arxiv_version: 2503.10120v1 · doi: 10.48550/arxiv.2503.10120 · pith_short_12: UNNPPCYRMWYA · pith_short_16: UNNPPCYRMWYAR7PB · pith_short_8: UNNPPCYR

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/UNNPPCYRMWYAR7PBRQZRI7LOZ6 \
  | 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: a35af78b1165b008fde18c33147d6ecf8bbc9a422806a940f4dfd684ae4dc938

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59f1c7eaca90fdfefd8282a27cfa0d76eec826e104fc2b009eea2423498b051b",
    "cross_cats_sorted": [
      "eess.IV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-13T07:28:33Z",
    "title_canon_sha256": "d9ca6a55da6424bcf8b45f67470a486331cac8ea50ea0a11b7e988237ce9f5cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.10120",
    "kind": "arxiv",
    "version": 1
  }
}