Pith Number

pith:MQHF2NR2

pith:2025:MQHF2NR2Y2GX6MKJNQ6LVUDLEL

not attested not anchored not stored refs pending

Robust Multi-agent Communication Based on Decentralization-Oriented Adversarial Training

Boyu Wu, Fanjiang Xu, Junjie Wang, Qing Wang, Shoubin Li, Xiaofei Xie, Xuyan Ma, Yawen Wang

arxiv:2504.21278 v1 · 2025-04-30 · 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{MQHF2NR2Y2GX6MKJNQ6LVUDLEL}

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	2026-07-05T10:56:21.342584Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

640e5d363ac68d7f31496c3cbad06b22f41a115edb432d2e3ef2b76f8b6f5ee0

Aliases

arxiv: 2504.21278 · arxiv_version: 2504.21278v1 · doi: 10.48550/arxiv.2504.21278 · pith_short_12: MQHF2NR2Y2GX · pith_short_16: MQHF2NR2Y2GX6MKJ · pith_short_8: MQHF2NR2

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/MQHF2NR2Y2GX6MKJNQ6LVUDLEL \
  | 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: 640e5d363ac68d7f31496c3cbad06b22f41a115edb432d2e3ef2b76f8b6f5ee0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed2bea396d4a174246b975f8991c12f1b1fb915bfa3cded393f41761c8995300",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-04-30T03:14:50Z",
    "title_canon_sha256": "b782b991b6ace40daad4c9239166fa7cbdc02ea38bcf90e58e59a45bc1a96a19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.21278",
    "kind": "arxiv",
    "version": 1
  }
}