Pith Number

pith:DHZXVYIS

pith:2024:DHZXVYISMUECTT3TBHQL2EOENW

not attested not anchored not stored refs pending

Personalized LLM Response Generation with Parameterized Memory Injection

Kai Zhang, Xiaozhong Liu, Yejin Kim

arxiv:2404.03565 v3 · 2024-04-04 · 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{DHZXVYISMUECTT3TBHQL2EOENW}

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

3 papers in Pith

CoPersona: Collaborative Persona Graphs for Robust LLM Personalization

Beyond Isolated Behaviors: Hierarchical User Modeling for LLM Personalization

TSUBASA: Improving Long-Horizon Personalization via Evolving Memory and Self-Learning with Context Distillation

Receipt and verification

First computed	2026-07-05T10:00:35.712021Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19f37ae112650829cf7309e0bd11c46d955d8cc62b4bc2cc1dacaa4b98531171

Aliases

arxiv: 2404.03565 · arxiv_version: 2404.03565v3 · doi: 10.48550/arxiv.2404.03565 · pith_short_12: DHZXVYISMUEC · pith_short_16: DHZXVYISMUECTT3T · pith_short_8: DHZXVYIS

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/DHZXVYISMUECTT3TBHQL2EOENW \
  | 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: 19f37ae112650829cf7309e0bd11c46d955d8cc62b4bc2cc1dacaa4b98531171

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b321919592c11e18fab1786131d5bbf74d93e80ff3d61db2331e14c3f8cdc286",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-04-04T16:20:34Z",
    "title_canon_sha256": "dfceffc7d20fbd6978477de47eb4eb2688283603ad5f92782776fdc34c5bfdd8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.03565",
    "kind": "arxiv",
    "version": 3
  }
}