Pith Number

pith:SULLPSEN

pith:2023:SULLPSENJ7RXKTDMPK2ISOIGN2

not attested not anchored not stored refs pending

Emergent Communication in Multi-Agent Reinforcement Learning for Future Wireless Networks

Ebtesam Almazrouei, Marwa Chafii, Mehdi Bennis, Merouane Debbah, Reda Alami, Salmane Naoumi

arxiv:2309.06021 v1 · 2023-09-12 · cs.LG · cs.MA · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SULLPSENJ7RXKTDMPK2ISOIGN2}

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	2026-07-05T06:49:50.058278Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9516b7c88d4fe3754c6c7ab48939066e9f77b83dc30f8fcb4e3c9c4290358c68

Aliases

arxiv: 2309.06021 · arxiv_version: 2309.06021v1 · doi: 10.48550/arxiv.2309.06021 · pith_short_12: SULLPSENJ7RX · pith_short_16: SULLPSENJ7RXKTDM · pith_short_8: SULLPSEN

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/SULLPSENJ7RXKTDMPK2ISOIGN2 \
  | 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: 9516b7c88d4fe3754c6c7ab48939066e9f77b83dc30f8fcb4e3c9c4290358c68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5c966273bfdd7c6252a5afa9c7cd93a30aca6cb643ca3a40e23d8412093cf85",
    "cross_cats_sorted": [
      "cs.MA",
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-12T07:40:53Z",
    "title_canon_sha256": "b569d70bf4112386beca4c84f12e4e9ecb5fb8d35ec54817b75313b1bf9643bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.06021",
    "kind": "arxiv",
    "version": 1
  }
}