Pith. sign in
Pith Number

pith:VTZ3WKHP

pith:2026:VTZ3WKHPUBRA5ZNZ45F34X7XLM
not attested not anchored not stored refs pending

Multi-Agent LLMs Fail to Explore Each Other

Hyeong Kyu Choi, Jiatong Li, Sharon Li, Wendi Li, Xin Eric Wang

arxiv:2607.11250 v1 · 2026-07-13 · cs.MA · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{VTZ3WKHPUBRA5ZNZ45F34X7XLM}

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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.
Receipt and verification
First computed 2026-07-14T01:22:24.683109Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

acf3bb28efa0620ee5b9e74bbe5ff75b286915b5603a88479963c183c35c48b5

Aliases

arxiv: 2607.11250 · arxiv_version: 2607.11250v1 · doi: 10.48550/arxiv.2607.11250 · pith_short_12: VTZ3WKHPUBRA · pith_short_16: VTZ3WKHPUBRA5ZNZ · pith_short_8: VTZ3WKHP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VTZ3WKHPUBRA5ZNZ45F34X7XLM \
  | 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: acf3bb28efa0620ee5b9e74bbe5ff75b286915b5603a88479963c183c35c48b5
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "446696c5dc93b8d6467748555b76e036425abe845ede18f79510236dec3b4b8c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-07-13T08:34:05Z",
    "title_canon_sha256": "e90b7d81e9f91abd676a83020efbf6f332f9a9cd7b8dfcea0494ca3e93170676"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.11250",
    "kind": "arxiv",
    "version": 1
  }
}