Pith Number

pith:V5WUFS4V

pith:2024:V5WUFS4VSMPZNQ47FHMUPTOLVP

not attested not anchored not stored refs pending

Data movement limits to frontier model training

David Schneider-Joseph, Ege Erdil

arxiv:2411.01137 v2 · 2024-11-02 · cs.DC · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V5WUFS4VSMPZNQ47FHMUPTOLVP}

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

1 paper in Pith

Switching Efficiency: A Novel Framework for Dissecting AI Data Center Network Efficiency

Receipt and verification

First computed	2026-07-05T09:34:39.283285Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af6d42cb95931f96c39f29d947cdcbabc4969dfc76846e58109bc2b20e315917

Aliases

arxiv: 2411.01137 · arxiv_version: 2411.01137v2 · doi: 10.48550/arxiv.2411.01137 · pith_short_12: V5WUFS4VSMPZ · pith_short_16: V5WUFS4VSMPZNQ47 · pith_short_8: V5WUFS4V

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/V5WUFS4VSMPZNQ47FHMUPTOLVP \
  | 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: af6d42cb95931f96c39f29d947cdcbabc4969dfc76846e58109bc2b20e315917

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "172d5befe06d4e9ae860ee25015fea27a2bc7bd2d159054256ff23e19ac17bb1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-11-02T04:48:41Z",
    "title_canon_sha256": "4cca56a875cc1656aa06e47e396ca1e36109767b8239c6541b4d90969a13f214"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.01137",
    "kind": "arxiv",
    "version": 2
  }
}