Pith Number

pith:CJT2YC3W

pith:2026:CJT2YC3WJ3Z5QIAYMA67QIWFFR

not attested not anchored not stored refs pending

Collaborative Spatial Learning with Multi-LLM Agents in Networked Social Experiments

Chris J. Kuhlman, Hao He, Xinwei Deng

arxiv:2607.14574 v1 · 2026-07-16 · cs.AI · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CJT2YC3WJ3Z5QIAYMA67QIWFFR}

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	2026-07-17T01:21:18.963736Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1267ac0b764ef3d82018603df822c52c5ee961600fa32a7afd37961d5b1a7935

Aliases

arxiv: 2607.14574 · arxiv_version: 2607.14574v1 · doi: 10.48550/arxiv.2607.14574 · pith_short_12: CJT2YC3WJ3Z5 · pith_short_16: CJT2YC3WJ3Z5QIAY · pith_short_8: CJT2YC3W

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/CJT2YC3WJ3Z5QIAYMA67QIWFFR \
  | 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: 1267ac0b764ef3d82018603df822c52c5ee961600fa32a7afd37961d5b1a7935

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e66dfcd44393b77a6dac0185611e79df3824c75a2918798d1e8af3738690626c",
    "cross_cats_sorted": [
      "cs.SI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-07-16T05:11:42Z",
    "title_canon_sha256": "d73464588a5a9d721a2c960e54c42f3ed0024adf7d7fefbf5380e8ec3d5245af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.14574",
    "kind": "arxiv",
    "version": 1
  }
}