Pith. sign in
Pith Number

pith:G3WATKJH

pith:2024:G3WATKJH4K5LL4J3BJ6J4TASJT
not attested not anchored not stored refs pending

M2I2: Learning Efficient Multi-Agent Communication via Masked State Modeling and Intention Inference

Chuxiong Sun, Jiangmeng Li, Peng He, Qirui Ji, Rui Wang, Wei Wang, Zehua Zang

arxiv:2501.00312 v1 · 2024-12-31 · cs.MA · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{G3WATKJH4K5LL4J3BJ6J4TASJT}

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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 2026-07-05T09:55:42.688180Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

36ec09a927e2bab5f13b0a7c9e4c124cdbfe3ac75defabb50e5ee6a7495f5a3f

Aliases

arxiv: 2501.00312 · arxiv_version: 2501.00312v1 · doi: 10.48550/arxiv.2501.00312 · pith_short_12: G3WATKJH4K5L · pith_short_16: G3WATKJH4K5LL4J3 · pith_short_8: G3WATKJH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/G3WATKJH4K5LL4J3BJ6J4TASJT \
  | 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: 36ec09a927e2bab5f13b0a7c9e4c124cdbfe3ac75defabb50e5ee6a7495f5a3f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "bbda3e4487288197cb6830d69707f493ea105f50a0065ebd3431934c3acf07fc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-12-31T07:07:28Z",
    "title_canon_sha256": "e26eb01e840238e265522107d712b68568b233cb7bd085080de60378b1e5ba05"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00312",
    "kind": "arxiv",
    "version": 1
  }
}