Pith Number

pith:EMUHTMAW

pith:2021:EMUHTMAWCY5AUWTMYMXSMVBFW7

not attested not anchored not stored refs pending

Heterogeneous Graph Attention Networks for Learning Diverse Communication

Anirudh Patel, Esmaeil Seraj, Matthew Gombolay, Matthew Sklar, Rohan Paleja, Zheyuan Wang

arxiv:2108.09568 v2 · 2021-08-21 · cs.MA

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EMUHTMAWCY5AUWTMYMXSMVBFW7}

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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

Heterogeneous Policy Networks for Composite Robot Team Communication and Coordination

Receipt and verification

First computed	2026-07-05T03:27:04.403564Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

232879b016163a0a5a6cc32f265425b7c5a071462ac1c2debd260f21860b2412

Aliases

arxiv: 2108.09568 · arxiv_version: 2108.09568v2 · doi: 10.48550/arxiv.2108.09568 · pith_short_12: EMUHTMAWCY5A · pith_short_16: EMUHTMAWCY5AUWTM · pith_short_8: EMUHTMAW

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/EMUHTMAWCY5AUWTMYMXSMVBFW7 \
  | 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: 232879b016163a0a5a6cc32f265425b7c5a071462ac1c2debd260f21860b2412

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "36928056315c214647993c71cfea3bf4d083e50311859a68c1a32268f453e6ef",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2021-08-21T19:35:30Z",
    "title_canon_sha256": "80e654077c04fdb02e0d14ebcba745dd9111e58941a5b9d75432f88bbd119d6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.09568",
    "kind": "arxiv",
    "version": 2
  }
}