Pith Number

pith:CCEZZITJ

pith:2025:CCEZZITJMIAENU66VCYQP6SQYR

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning for Graph Discovery in D2D-Enabled Federated Learning

Anindya Bijoy Das, Christopher G. Brinton, David J. Love, Satyavrat Wagle

arxiv:2503.23218 v2 · 2025-03-29 · 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{CCEZZITJMIAENU66VCYQP6SQYR}

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	2026-07-05T10:45:19.867738Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10899ca269620046d3dea8b107fa50c4619032898c8f56f9c3a99c639916a477

Aliases

arxiv: 2503.23218 · arxiv_version: 2503.23218v2 · doi: 10.48550/arxiv.2503.23218 · pith_short_12: CCEZZITJMIAE · pith_short_16: CCEZZITJMIAENU66 · pith_short_8: CCEZZITJ

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/CCEZZITJMIAENU66VCYQP6SQYR \
  | 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: 10899ca269620046d3dea8b107fa50c4619032898c8f56f9c3a99c639916a477

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef416d1ff8d76ddadd7e60e01ca3079a36d61f5146aa6a46bde36061972205c2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2025-03-29T20:42:26Z",
    "title_canon_sha256": "589fbdfe3d63a181d825d78fbf732229ce7805c2a0a89d0733bc7648dfecdf74"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.23218",
    "kind": "arxiv",
    "version": 2
  }
}