Pith Number

pith:Y6KE7SDB

pith:2023:Y6KE7SDBPE2KYQJZ2CEHCTATPI

not attested not anchored not stored refs pending

AI Agent as Urban Planner: Steering Stakeholder Dynamics in Urban Planning via Consensus-based Multi-Agent Reinforcement Learning

Jiajie Li, Jin Gao, Kejiang Qian, Lingjun Mao, Xin Liang, Xinran Wei, Yimin Ding, Ziyi Guo

arxiv:2310.16772 v2 · 2023-10-25 · 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{Y6KE7SDBPE2KYQJZ2CEHCTATPI}

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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.

Cited by

1 paper in Pith

A Survey on Agent Workflow -- Status and Future

Receipt and verification

First computed	2026-07-05T07:11:06.298488Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7944fc8617934ac4139d088714c137a3728ef7ce0933712564797f800d784db

Aliases

arxiv: 2310.16772 · arxiv_version: 2310.16772v2 · doi: 10.48550/arxiv.2310.16772 · pith_short_12: Y6KE7SDBPE2K · pith_short_16: Y6KE7SDBPE2KYQJZ · pith_short_8: Y6KE7SDB

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/Y6KE7SDBPE2KYQJZ2CEHCTATPI \
  | 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: c7944fc8617934ac4139d088714c137a3728ef7ce0933712564797f800d784db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a424252c599cfa7b3dc1c3e7c77daf43a65d452ac973a9f7f5ca6c205ac33fe",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-10-25T17:04:11Z",
    "title_canon_sha256": "5c76fc30ae1ef05925d8a88c0740a7b4b1ddb737298772eddd9e28c5b4a79ce2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.16772",
    "kind": "arxiv",
    "version": 2
  }
}