Pith Number

pith:3INXY2BO

pith:2025:3INXY2BOSEJ47Q76KMMHM5KB52

not attested not anchored not stored refs pending

TWICE: Modeling the Temporal Evolution of Personalized User Behavior via Event-Driven Agents

Baihan LI, Bingrui Jin, Kunyao Lan, Mengyue Wu

arxiv:2602.22222 v2 · 2025-12-15 · cs.IR · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3INXY2BOSEJ47Q76KMMHM5KB52}

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

FileGram: Grounding Agent Personalization in File-System Behavioral Traces

Receipt and verification

First computed	2026-06-19T16:11:21.185347Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da1b7c682e9113cfc3fe5318767541eeb25570c57e8674ef5d07b94634c5c0b7

Aliases

arxiv: 2602.22222 · arxiv_version: 2602.22222v2 · doi: 10.48550/arxiv.2602.22222 · pith_short_12: 3INXY2BOSEJ4 · pith_short_16: 3INXY2BOSEJ47Q76 · pith_short_8: 3INXY2BO

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/3INXY2BOSEJ47Q76KMMHM5KB52 \
  | 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: da1b7c682e9113cfc3fe5318767541eeb25570c57e8674ef5d07b94634c5c0b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b28398708e2d27b2e97be7ab64b4349aed0b2bb1b57edcf749629e87d07e4ab0",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2025-12-15T20:28:05Z",
    "title_canon_sha256": "c5224282b5637b52f6357e69c5cd78133144a574bd94b5f7832cbec1583fdd2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.22222",
    "kind": "arxiv",
    "version": 2
  }
}