Pith Number

pith:6YU65ICR

pith:2021:6YU65ICRNZJ6NDQIVYPD646TLN

not attested not anchored not stored refs pending

Federated Reinforcement Learning at the Edge

Konstantinos Gatsis

arxiv:2112.05908 v1 · 2021-12-11 · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6YU65ICRNZJ6NDQIVYPD646TLN}

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	2026-07-05T03:40:08.077339Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f629eea0516e53e68e08ae1e3f73d35b442b18df7214b193071d1369db3c57d9

Aliases

arxiv: 2112.05908 · arxiv_version: 2112.05908v1 · doi: 10.48550/arxiv.2112.05908 · pith_short_12: 6YU65ICRNZJ6 · pith_short_16: 6YU65ICRNZJ6NDQI · pith_short_8: 6YU65ICR

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/6YU65ICRNZJ6NDQIVYPD646TLN \
  | 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: f629eea0516e53e68e08ae1e3f73d35b442b18df7214b193071d1369db3c57d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e9f4445e2e2f28e83245f54290294689f9f9ae03e07f2b7afae11ae9fb03024e",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-11T03:28:59Z",
    "title_canon_sha256": "8924a883813d9d7ad99f04f1b8b2d3e03abea6c2cd16a1d8a855e8d5f659ab2a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.05908",
    "kind": "arxiv",
    "version": 1
  }
}