Pith Number

pith:T7GTML3D

pith:2025:T7GTML3DG6DY6ZUX5YJ6OK3Q6C

not attested not anchored not stored refs pending

Mixture-of-Personas Language Models for Population Simulation

Hieu Trung Nguyen, Julian Theodore, Ngoc Bui, Rex Ying, Shantanu Kumar, Viet Anh Nguyen, Weikang Qiu

arxiv:2504.05019 v1 · 2025-04-07 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{T7GTML3DG6DY6ZUX5YJ6OK3Q6C}

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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

4 papers in Pith

CoPersona: Collaborative Persona Graphs for Robust LLM Personalization

Adaptive Querying with AI Persona Priors

SYN-DIGITS: A Synthetic Control Framework for Calibrated Digital Twin Simulation

Receipt and verification

First computed	2026-07-05T10:45:32.645460Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fcd362f6337878f6697ee13e72b70f0943eb7db8f676b472d7c5c9bfdcde82b

Aliases

arxiv: 2504.05019 · arxiv_version: 2504.05019v1 · doi: 10.48550/arxiv.2504.05019 · pith_short_12: T7GTML3DG6DY · pith_short_16: T7GTML3DG6DY6ZUX · pith_short_8: T7GTML3D

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/T7GTML3DG6DY6ZUX5YJ6OK3Q6C \
  | 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: 9fcd362f6337878f6697ee13e72b70f0943eb7db8f676b472d7c5c9bfdcde82b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "33ee01ce133a4e0f851a49ec6f5db651cea2906ffb798fe0018e13f6e3a0c0d0",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-07T12:43:05Z",
    "title_canon_sha256": "2303c691ce81374cf76d29cf1ed6207e6fd08ffd351e5f2d7ab825d221d10d67"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.05019",
    "kind": "arxiv",
    "version": 1
  }
}