Pith Number

pith:DB5JVGFE

pith:2025:DB5JVGFE34H56LX3D4CW5T7UWD

not attested not anchored not stored refs pending

An Outlook on the Opportunities and Challenges of Multi-Agent AI Systems

An Luo, Ashish Kundu, Charles Fleming, Fangqiao Tian, Ganghua Wang, Jayanth Srinivasa, Jiawei Zhou, Jie Ding, Jin Du, Mingyi Hong, Robert Specht, Rui Zhang, Xuan Bi, Xun Xian, Zirui Liu

arxiv:2505.18397 v3 · 2025-05-23 · cs.MA · cs.AI · cs.ET · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DB5JVGFE34H56LX3D4CW5T7UWD}

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	2026-07-05T11:58:29.702776Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

187a9a98a4df0fdf2efb1f056ecff4b0e4f6dc0b637f83da468dbcdc7d5e8963

Aliases

arxiv: 2505.18397 · arxiv_version: 2505.18397v3 · doi: 10.48550/arxiv.2505.18397 · pith_short_12: DB5JVGFE34H5 · pith_short_16: DB5JVGFE34H56LX3 · pith_short_8: DB5JVGFE

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/DB5JVGFE34H56LX3D4CW5T7UWD \
  | 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: 187a9a98a4df0fdf2efb1f056ecff4b0e4f6dc0b637f83da468dbcdc7d5e8963

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "316ae8b1be7029e5bc31ab771160f8a63eb6742913c69e03935743b49f104b55",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.ET",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-05-23T22:05:19Z",
    "title_canon_sha256": "3bcacc9d61ca491ee690876bfc64ab3ed3ad9130287f0c1254087133aee0e66b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18397",
    "kind": "arxiv",
    "version": 3
  }
}