Pith Number

pith:CITUMKLL

pith:2022:CITUMKLLD6B3G3VQAIGC2XLG7O

not attested not anchored not stored refs pending

Scaling Laws For Deep Learning Based Image Reconstruction

Reinhard Heckel, Tobit Klug

arxiv:2209.13435 v2 · 2022-09-27 · eess.IV · cs.AI · cs.CV · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CITUMKLLD6B3G3VQAIGC2XLG7O}

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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

3 papers in Pith

Compute-Optimal Network Design for Echocardiography Myocardial Segmentation and Perfusion Quantification using Neural Scaling Laws

Model Merging Scaling Laws in Large Language Models

eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers

Receipt and verification

First computed	2026-07-05T05:44:50.638847Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

122746296b1f83b36eb0020c2d5d66fb874d7ca29320bc9ddff6ebfa2e9615a2

Aliases

arxiv: 2209.13435 · arxiv_version: 2209.13435v2 · doi: 10.48550/arxiv.2209.13435 · pith_short_12: CITUMKLLD6B3 · pith_short_16: CITUMKLLD6B3G3VQ · pith_short_8: CITUMKLL

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/CITUMKLLD6B3G3VQAIGC2XLG7O \
  | 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: 122746296b1f83b36eb0020c2d5d66fb874d7ca29320bc9ddff6ebfa2e9615a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a1b7c23ca0bd45ff28096d6c13a7853c036eef884601c85470aa794e5334041",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2022-09-27T14:44:57Z",
    "title_canon_sha256": "894d258186063b2f9e1a71f5f3b939b866f4c266c907e7d1a3e163370ce2c925"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.13435",
    "kind": "arxiv",
    "version": 2
  }
}