Pith Number

pith:VWOO3VCB

pith:2022:VWOO3VCBT75T2NWRKK7COJYT2D

not attested not anchored not stored refs pending

Federated Deep Reinforcement Learning for Resource Allocation in O-RAN Slicing

Han Zhang, Hao Zhou, Melike Erol-Kantarci

arxiv:2208.01736 v1 · 2022-08-02 · cs.NI · 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{VWOO3VCBT75T2NWRKK7COJYT2D}

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	2026-07-05T04:45:39.675923Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad9cedd4419ffb3d36d152be272713d0db3d848a03fd937359d3e7859555f0c5

Aliases

arxiv: 2208.01736 · arxiv_version: 2208.01736v1 · doi: 10.48550/arxiv.2208.01736 · pith_short_12: VWOO3VCBT75T · pith_short_16: VWOO3VCBT75T2NWR · pith_short_8: VWOO3VCB

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/VWOO3VCBT75T2NWRKK7COJYT2D \
  | 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: ad9cedd4419ffb3d36d152be272713d0db3d848a03fd937359d3e7859555f0c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c60f5aea243cdfb18f02c677848e79d887dde26f318e681e280c46be1f01f5d0",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2022-08-02T20:48:58Z",
    "title_canon_sha256": "22ed824c956a5ee5139e81ca330d7d93be29c631d800c6f9d5e3d918e3eaea5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.01736",
    "kind": "arxiv",
    "version": 1
  }
}