Pith Number

pith:4LCKV6MH

pith:2021:4LCKV6MHLWXCP3W6B7ET62DOPF

not attested not anchored not stored refs pending

Federated Deep Reinforcement Learning for the Distributed Control of NextG Wireless Networks

Francesco Restuccia, Marco Levorato, Peyman Tehrani

arxiv:2112.03465 v1 · 2021-12-07 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4LCKV6MHLWXCP3W6B7ET62DOPF}

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	2026-07-05T03:38:45.875020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2c4aaf9875dae27eede0fc93f686e7958fcd0b6a393e650beed871cc0305e39

Aliases

arxiv: 2112.03465 · arxiv_version: 2112.03465v1 · doi: 10.48550/arxiv.2112.03465 · pith_short_12: 4LCKV6MHLWXC · pith_short_16: 4LCKV6MHLWXCP3W6 · pith_short_8: 4LCKV6MH

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/4LCKV6MHLWXCP3W6B7ET62DOPF \
  | 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: e2c4aaf9875dae27eede0fc93f686e7958fcd0b6a393e650beed871cc0305e39

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0ae8bb0a2e253833f30ac6122a475cfc00ba86dbbdb0819f304cc14655f9fa12",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-07T03:13:20Z",
    "title_canon_sha256": "8f48782f16502e89465be2510797822f8c9553ec3a866ff30b9dc119157e36a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.03465",
    "kind": "arxiv",
    "version": 1
  }
}