Pith Number

pith:AVH2CKNV

pith:2024:AVH2CKNVFMMO3RBZLVBWPASJPT

not attested not anchored not stored refs pending

Personalized Language Modeling from Personalized Human Feedback

Liu Leqi, Ruiyang Zhou, Xinyu Li, Zachary C. Lipton

arxiv:2402.05133 v3 · 2024-02-06 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AVH2CKNVFMMO3RBZLVBWPASJPT}

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

16 papers in Pith

Using Cognitive Models to Improve Language Model Simulation of Human Persuasion Games

CoPersona: Collaborative Persona Graphs for Robust LLM Personalization

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

PAFO: Pareto Fairness Optimization for Personalized Reward Modeling

Beyond Isolated Behaviors: Hierarchical User Modeling for LLM Personalization

Receipt and verification

First computed	2026-07-05T09:45:44.082749Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

054fa129b52b18edc4395d436782497ccd21c7b10b06adabba32e452d4d84401

Aliases

arxiv: 2402.05133 · arxiv_version: 2402.05133v3 · doi: 10.48550/arxiv.2402.05133 · pith_short_12: AVH2CKNVFMMO · pith_short_16: AVH2CKNVFMMO3RBZ · pith_short_8: AVH2CKNV

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/AVH2CKNVFMMO3RBZLVBWPASJPT \
  | 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: 054fa129b52b18edc4395d436782497ccd21c7b10b06adabba32e452d4d84401

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c00d6fddc11c469524587fea55746f36e93cc066bcef22d56b32769635658b3b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-06T04:18:58Z",
    "title_canon_sha256": "cfa726f7f7db84bc6644ea0f5ab54f1c631b7e13fb09e4891dd6c61499301ca4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05133",
    "kind": "arxiv",
    "version": 3
  }
}