Pith Number

pith:LPZK7BAY

pith:2023:LPZK7BAYX2BQWMOWJUQCLMOHFV

not attested not anchored not stored refs pending

Controlling Vision-Language Models for Multi-Task Image Restoration

Fredrik K. Gustafsson, Jens Sj\"olund, Thomas B. Sch\"on, Zheng Zhao, Ziwei Luo

arxiv:2310.01018 v2 · 2023-10-02 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LPZK7BAYX2BQWMOWJUQCLMOHFV}

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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

12 papers in Pith

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LL-Bench: Rethinking Low-Level Vision Evaluation in the Era of Large-Scale Generative Models

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

SCRIPT: Scalable Diffusion Policy with Multi-stage Training for Language-driven Physics-based Humanoid Control

Toward Generalizable Forgery Detection and Reasoning

Receipt and verification

First computed	2026-07-05T07:50:03.633203Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5bf2af8418be830b31d64d2025b1c72d78c8032ba121eff3069c1bb56c8384dd

Aliases

arxiv: 2310.01018 · arxiv_version: 2310.01018v2 · doi: 10.48550/arxiv.2310.01018 · pith_short_12: LPZK7BAYX2BQ · pith_short_16: LPZK7BAYX2BQWMOW · pith_short_8: LPZK7BAY

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/LPZK7BAYX2BQWMOWJUQCLMOHFV \
  | 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: 5bf2af8418be830b31d64d2025b1c72d78c8032ba121eff3069c1bb56c8384dd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e5cba17bd6f79a218bb614a59bc5b37eb59daeff845f45bdf7ad46538097d31",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-10-02T09:10:16Z",
    "title_canon_sha256": "640bafc3f11cb9b8ef2d3097b025bd3b95d4d2375b5237fbdd9e094082a5407f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.01018",
    "kind": "arxiv",
    "version": 2
  }
}