Pith Number

pith:UJAGU4JM

pith:2025:UJAGU4JMFE4IMYVG6PXL5YDBJK

not attested not anchored not stored refs pending

SEO: Stochastic Experience Optimization for Large Language Models

Conghui Zhu, Hongyun Zhou, Jin Huang, Jitao Xu, Lei Shen, Yitao Duan

arxiv:2501.04393 v1 · 2025-01-08 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UJAGU4JMFE4IMYVG6PXL5YDBJK}

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	2026-07-05T09:58:34.457938Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a2406a712c29388662a6f3eebee0614aaa156b59cf15fae6696d0ec256daf879

Aliases

arxiv: 2501.04393 · arxiv_version: 2501.04393v1 · doi: 10.48550/arxiv.2501.04393 · pith_short_12: UJAGU4JMFE4I · pith_short_16: UJAGU4JMFE4IMYVG · pith_short_8: UJAGU4JM

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/UJAGU4JMFE4IMYVG6PXL5YDBJK \
  | 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: a2406a712c29388662a6f3eebee0614aaa156b59cf15fae6696d0ec256daf879

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "479c57f55ec43397ca5f7d0b97f21b03796f4d4bad7b6bbbdbd9f160cf9ce070",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-01-08T10:10:29Z",
    "title_canon_sha256": "1b1415f1001eea0ed0661b5666e79fd34907f690d1d0ff671ade52b0f89e001a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.04393",
    "kind": "arxiv",
    "version": 1
  }
}