Pith Number

pith:HIFQ4WZL

pith:2026:HIFQ4WZL74JHPOHIYPIOISPYTL

not attested not anchored not stored refs pending

TIR-Agent: Training an Explorative and Efficient Agent for Image Restoration

Bowen Zhou, Che Jiang, Guoli Jia, Haote Hu, Kaikai Zhao, Kai Tian, Kai Wang, Kaiyan Zhang, Long Sun, Shanxu Zhao, Shiguo Lian, Xinwei Long, Yisheng Zhang, Zhaoxiang Liu

arxiv:2603.27742 v2 · 2026-03-29 · 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{HIFQ4WZL74JHPOHIYPIOISPYTL}

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

3 papers in Pith

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

DiTTo: Scalable Order-aware All-in-One Image Restoration Agent

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

Receipt and verification

First computed	2026-07-09T01:20:03.802165Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a0b0e5b2bff1277b8e8c3d0e449f89ac437098b1af53ee788a83018f2d9e299

Aliases

arxiv: 2603.27742 · arxiv_version: 2603.27742v2 · doi: 10.48550/arxiv.2603.27742 · pith_short_12: HIFQ4WZL74JH · pith_short_16: HIFQ4WZL74JHPOHI · pith_short_8: HIFQ4WZL

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/HIFQ4WZL74JHPOHIYPIOISPYTL \
  | 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: 3a0b0e5b2bff1277b8e8c3d0e449f89ac437098b1af53ee788a83018f2d9e299

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bc0d94aa20a6479ebf7c0363b8edab3be65d32b947c2e85778738cb7c90a5b87",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-03-29T15:50:36Z",
    "title_canon_sha256": "0a422d8cf39c33ee78c38f4e8544b2e922bc3e9ad5b8e4d5c08e968ab5866b7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.27742",
    "kind": "arxiv",
    "version": 2
  }
}