Pith Number

pith:MF77GWUK

pith:2024:MF77GWUKHYZLAAOIX4H6ZWUBDA

not attested not anchored not stored refs pending

Successive Refinement in Large-Scale Computation: Advancing Model Inference Applications

Alejandro Cohen, Homa Esfahanizadeh, Muriel Medard, Shlomo Shamai (Shitz)

arxiv:2402.07229 v1 · 2024-02-11 · cs.IT · cs.AI · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MF77GWUKHYZLAAOIX4H6ZWUBDA}

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.

Receipt and verification

First computed	2026-07-05T07:44:03.005310Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

617ff35a8a3e32b001c8bf0fecda81180d45a2969fdb9b24bc33ce355f981fdf

Aliases

arxiv: 2402.07229 · arxiv_version: 2402.07229v1 · doi: 10.48550/arxiv.2402.07229 · pith_short_12: MF77GWUKHYZL · pith_short_16: MF77GWUKHYZLAAOI · pith_short_8: MF77GWUK

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/MF77GWUKHYZLAAOIX4H6ZWUBDA \
  | 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: 617ff35a8a3e32b001c8bf0fecda81180d45a2969fdb9b24bc33ce355f981fdf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "335f6378840ab6d082d2c1f8ede0de3e7ca39bcf069014b327bf1e444dbd3367",
    "cross_cats_sorted": [
      "cs.AI",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2024-02-11T15:36:33Z",
    "title_canon_sha256": "59dbfbbbd1e0da9f7dc7cf7d61cf6f3a71d777de8c07c18b3caef328ce5dfc98"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07229",
    "kind": "arxiv",
    "version": 1
  }
}