Pith Number

pith:FM7PP56L

pith:2024:FM7PP56L7PTW4XPWMGAIMEGJ7J

not attested not anchored not stored refs pending

Democratizing Large Language Models via Personalized Parameter-Efficient Fine-tuning

Bing Yin, Meng Jiang, Qingkai Zeng, Yijun Tian, Zhaoxuan Tan, Zheyuan Liu

arxiv:2402.04401 v3 · 2024-02-06 · cs.CL

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\usepackage{pith}
\pithnumber{FM7PP56L7PTW4XPWMGAIMEGJ7J}

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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.

Cited by

7 papers in Pith

User as Engram: Internalizing Per-User Memory as Local Parametric Edits

CoPersona: Collaborative Persona Graphs for Robust LLM Personalization

Memory-Induced Tool-Drift in LLM Agents

Automatic Dataset Construction (ADC): Sample Collection, Data Curation, and Beyond

PersonaVLM: Long-Term Personalized Multimodal LLMs

Receipt and verification

First computed	2026-07-05T10:11:15.976095Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b3ef7f7cbfbe76e5df661808610c9fa75864b08b002773cb16673149ee0d6e8

Aliases

arxiv: 2402.04401 · arxiv_version: 2402.04401v3 · doi: 10.48550/arxiv.2402.04401 · pith_short_12: FM7PP56L7PTW · pith_short_16: FM7PP56L7PTW4XPW · pith_short_8: FM7PP56L

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/FM7PP56L7PTW4XPWMGAIMEGJ7J \
  | 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: 2b3ef7f7cbfbe76e5df661808610c9fa75864b08b002773cb16673149ee0d6e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c2f9ffe94f7c9acc27796b650aec05d713e8a4e4cbd6c6839b5c52c6f8b4847",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-06T21:03:52Z",
    "title_canon_sha256": "d0146f7625d27c3a3c8bf139e6a8fd2e6f1e90893a02f27b5ccf166da25a1437"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04401",
    "kind": "arxiv",
    "version": 3
  }
}