Pith Number

pith:PWOBRMKD

pith:2024:PWOBRMKD4GDTUI42JVMNTTFVC7

not attested not anchored not stored refs pending

Stop Wandering, Find the Keys: LLMs Discriminate Key States for Efficient Multi-Agent Exploration

Boyuan Wang, Chang Liu, Cheems Wang, Heming Zou, Jianzhun Shao, Meiqin Liu, Xiangyang Ji, Yixiu Mao, Yuhang Jiang, Yun Qu

arxiv:2410.02511 v2 · 2024-10-03 · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PWOBRMKD4GDTUI42JVMNTTFVC7}

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	2026-06-02T01:03:29.359007Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d9c18b143e1873a239a4d58d9ccb517c17a177a7425279078dc15828520cf25

Aliases

arxiv: 2410.02511 · arxiv_version: 2410.02511v2 · doi: 10.48550/arxiv.2410.02511 · pith_short_12: PWOBRMKD4GDT · pith_short_16: PWOBRMKD4GDTUI42 · pith_short_8: PWOBRMKD

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/PWOBRMKD4GDTUI42JVMNTTFVC7 \
  | 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: 7d9c18b143e1873a239a4d58d9ccb517c17a177a7425279078dc15828520cf25

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77383a462db1ea3686bc56a4f30f873b97e269c91a6d6761bb31346e45a8a484",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-03T14:21:23Z",
    "title_canon_sha256": "17485741b06cdc61da0fed916559fc451008e01b1ceec6608d933077430c20cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02511",
    "kind": "arxiv",
    "version": 2
  }
}