Pith Number

pith:VIDVC5MT

pith:2024:VIDVC5MTL72RO5KYMSXRHYDYBK

not attested not anchored not stored refs pending

PersonalLLM: Tailoring LLMs to Individual Preferences

Andrew Wei Tung Siah, Ang Li, Hongseok Namkoong, Naimeng Ye, Thomas P. Zollo

arxiv:2409.20296 v2 · 2024-09-30 · cs.LG · 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{VIDVC5MTL72RO5KYMSXRHYDYBK}

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

5 papers in Pith

Personalization Meets Safety:Mechanisms,Risks,and Mitigations in Personalized LLMs

PAFO: Pareto Fairness Optimization for Personalized Reward Modeling

When Does Personality Composition Matter for Multi-Agent LLM Teams?

VitaBench 2.0: Evaluating Personalized and Proactive Agents in Long-Term User Interactions

MINTEval: Evaluating Memory under Multi-Target Interference in Long-Horizon Agent Systems

Receipt and verification

First computed	2026-07-05T10:18:42.126272Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa075175935ff517755864af13e0780a9de3bea2b9559196b9d95b3620df0f10

Aliases

arxiv: 2409.20296 · arxiv_version: 2409.20296v2 · doi: 10.48550/arxiv.2409.20296 · pith_short_12: VIDVC5MTL72R · pith_short_16: VIDVC5MTL72RO5KY · pith_short_8: VIDVC5MT

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/VIDVC5MTL72RO5KYMSXRHYDYBK \
  | 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: aa075175935ff517755864af13e0780a9de3bea2b9559196b9d95b3620df0f10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1568b1900eedd3ecc7679c9c8d7ab21acfdf79b489fa06e75b0d814d06a2c5da",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-30T13:55:42Z",
    "title_canon_sha256": "f9fed182cea28cef83a0162fa518451dd76d7105bb8b5cc2792cc61c5ae90d6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.20296",
    "kind": "arxiv",
    "version": 2
  }
}