Pith Number

pith:IG4DOEC6

pith:2025:IG4DOEC6OCZKSRG2NZU5S62MK4

not attested not anchored not stored refs pending

Personalized Generation In Large Model Era: A Survey

Alireza Salemi, Fuli Feng, Hamed Zamani, Jinghao Zhang, Tat-Seng Chua, Wenjie Wang, Xiangnan He, Xinting Hu, Yiyan Xu

arxiv:2503.02614 v2 · 2025-03-04 · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IG4DOEC6OCZKSRG2NZU5S62MK4}

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

Beyond Isolated Behaviors: Hierarchical User Modeling for LLM Personalization

Receipt and verification

First computed	2026-07-05T11:13:22.037165Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41b837105e70b2a944da6e69d97b4c571e509717ca3877339cebed20eeb8d965

Aliases

arxiv: 2503.02614 · arxiv_version: 2503.02614v2 · doi: 10.48550/arxiv.2503.02614 · pith_short_12: IG4DOEC6OCZK · pith_short_16: IG4DOEC6OCZKSRG2 · pith_short_8: IG4DOEC6

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/IG4DOEC6OCZKSRG2NZU5S62MK4 \
  | 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: 41b837105e70b2a944da6e69d97b4c571e509717ca3877339cebed20eeb8d965

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba11e752a9d7cc426a25a88e9117e6b5ad352dc40d7ffd47d89a879e42c379e1",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-03-04T13:34:19Z",
    "title_canon_sha256": "f72b991ffc50643e7ec6120c8b34567e6b91e404908d5e70e31e2fa61018da5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.02614",
    "kind": "arxiv",
    "version": 2
  }
}