Pith Number

pith:L44EFSLG

pith:2022:L44EFSLGUFQOQI3KWANBNWABKL

not attested not anchored not stored refs pending

Learning to Ground Decentralized Multi-Agent Communication with Contrastive Learning

Biswa Sengupta, Yat Long Lo

arxiv:2203.03344 v1 · 2022-03-07 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L44EFSLGUFQOQI3KWANBNWABKL}

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.

Cited by

1 paper in Pith

CCKS: Consensus-based Communication and Knowledge Sharing

Receipt and verification

First computed	2026-07-05T04:19:06.969052Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f3842c966a160e8236ab01a16d80152f5e51665d976dd74e58904e72d61e497

Aliases

arxiv: 2203.03344 · arxiv_version: 2203.03344v1 · doi: 10.48550/arxiv.2203.03344 · pith_short_12: L44EFSLGUFQO · pith_short_16: L44EFSLGUFQOQI3K · pith_short_8: L44EFSLG

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/L44EFSLGUFQOQI3KWANBNWABKL \
  | 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: 5f3842c966a160e8236ab01a16d80152f5e51665d976dd74e58904e72d61e497

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96b55eab624c65884da116e252ab8a9ba0e50781f91222f47a2b9973dafcfae0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-03-07T12:41:32Z",
    "title_canon_sha256": "3878356b1fe13856c0a509d5862ee459bfc9ad3da8a4e85b55eca696344806cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.03344",
    "kind": "arxiv",
    "version": 1
  }
}