Pith. sign in
Pith Number

pith:VBQVEHRY

pith:2025:VBQVEHRYH3OFMWO2NRC3DNQTVM
not attested not anchored not stored refs pending

Large language model as user daily behavior data generator: balancing population diversity and individual personality

Haoxin Li, Jiahui Gong, Jingtao Ding, Yong Li

arxiv:2505.17615 v1 · 2025-05-23 · cs.LG · cs.CL · cs.IR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{VBQVEHRYH3OFMWO2NRC3DNQTVM}

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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.
Receipt and verification
First computed 2026-07-05T11:08:29.360250Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a861521e383edc5659da6c45b1b613ab279b7264ab20615bfd5d5085803977fc

Aliases

arxiv: 2505.17615 · arxiv_version: 2505.17615v1 · doi: 10.48550/arxiv.2505.17615 · pith_short_12: VBQVEHRYH3OF · pith_short_16: VBQVEHRYH3OFMWO2 · pith_short_8: VBQVEHRY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VBQVEHRYH3OFMWO2NRC3DNQTVM \
  | 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: a861521e383edc5659da6c45b1b613ab279b7264ab20615bfd5d5085803977fc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ddd00b692de6abe02fb22353fd16b6dd5213f1cc22de64443dd5391b0ea4d339",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.IR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-23T08:22:09Z",
    "title_canon_sha256": "188d2d51f2e9670f06badc5cce1d33339d4327bcb143adc584305b1ea5cce7bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.17615",
    "kind": "arxiv",
    "version": 1
  }
}