Pith Number

pith:X2Q352X7

pith:2025:X2Q352X7HPEABZA2QTYOADVCTZ

not attested not anchored not stored refs pending

Predicting Effects, Missing Distributions: Evaluating LLMs as Human Behavior Simulators in Operations Management

Mingyang Zhao, Runze Zhang, Xiaowei Zhang

arxiv:2510.03310 v2 · 2025-09-30 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X2Q352X7HPEABZA2QTYOADVCTZ}

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	2026-06-30T01:16:25.561027Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bea1beeaff3bc800e41a84f0e00ea29e60b3058d578ddec258f96282c0b79995

Aliases

arxiv: 2510.03310 · arxiv_version: 2510.03310v2 · doi: 10.48550/arxiv.2510.03310 · pith_short_12: X2Q352X7HPEA · pith_short_16: X2Q352X7HPEABZA2 · pith_short_8: X2Q352X7

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/X2Q352X7HPEABZA2QTYOADVCTZ \
  | 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: bea1beeaff3bc800e41a84f0e00ea29e60b3058d578ddec258f96282c0b79995

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08927954ccb41bcd9e9f3bf1c77d6443fd15eb5674371da061a13de5333fbd6f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-30T20:20:58Z",
    "title_canon_sha256": "4e5f6c040ebbe2d102e01342529b26ccc5bba0fbf9f0775fe327783e80525f37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.03310",
    "kind": "arxiv",
    "version": 2
  }
}