Pith Number

pith:VTQBVLAS

pith:2025:VTQBVLASTWY4F36Y7MF24ACVRH

not attested not anchored not stored refs pending

Bootstrapping your behavior: a new pretraining strategy for user behavior sequence data

Jun Zhou, Weichang Wu, Wenwen Xia, Xiaolu Zhang, Yuchen Li

arxiv:2506.11053 v1 · 2025-05-22 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VTQBVLASTWY4F36Y7MF24ACVRH}

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	2026-07-05T11:20:58.610255Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ace01aac129db1c2efd8fb0bae005589ebadbf5c6269f787db4fbeff67e9d742

Aliases

arxiv: 2506.11053 · arxiv_version: 2506.11053v1 · doi: 10.48550/arxiv.2506.11053 · pith_short_12: VTQBVLASTWY4 · pith_short_16: VTQBVLASTWY4F36Y · pith_short_8: VTQBVLAS

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/VTQBVLASTWY4F36Y7MF24ACVRH \
  | 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: ace01aac129db1c2efd8fb0bae005589ebadbf5c6269f787db4fbeff67e9d742

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ebd5a8fcd6a9efc1084c965122ad294546ff64e14a1f9e05feb5e74c5dc6254",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-22T11:23:38Z",
    "title_canon_sha256": "d19ccafc74adbc48d2277f34b3edd7f4b5ef0d8850bd32cc3a78131c7b382af4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.11053",
    "kind": "arxiv",
    "version": 1
  }
}