Pith Number

pith:QT7J2DV4

pith:2026:QT7J2DV4SBSBJRMZ72OB4TFJ5C

not attested not anchored not stored refs pending

APS: Bias-Controlled Adaptive Prototype Simulation for Population-Scale LLM Agents

Haoxiang Guan, Jie Feng, Ming Wang, Quan Zheng, Shaobin He, Shuxin Zheng, Yan Gao, Yuanhe Tian, Zhen Liu

arxiv:2605.27419 v1 · 2026-05-19 · cs.MA · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QT7J2DV4SBSBJRMZ72OB4TFJ5C}

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.

Receipt and verification

First computed	2026-05-28T00:05:17.877741Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84fe9d0ebc906414c599fe9c1e4ca9e892ebab3a7844446b2df299906e84744b

Aliases

arxiv: 2605.27419 · arxiv_version: 2605.27419v1 · doi: 10.48550/arxiv.2605.27419 · pith_short_12: QT7J2DV4SBSB · pith_short_16: QT7J2DV4SBSBJRMZ · pith_short_8: QT7J2DV4

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/QT7J2DV4SBSBJRMZ72OB4TFJ5C \
  | 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: 84fe9d0ebc906414c599fe9c1e4ca9e892ebab3a7844446b2df299906e84744b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e57fa54d4875234102bff07a81e61e8b137854bad293bb15f675fc8f576d3217",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-05-19T08:45:41Z",
    "title_canon_sha256": "866c884a5bed9d25743272311bd7659f2e33eb726f2b893e7a718ff4844c16a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.27419",
    "kind": "arxiv",
    "version": 1
  }
}