Pith Number

pith:B2U56Z5Z

pith:2023:B2U56Z5ZGO4RTXN3A4MX65Q7CJ

not attested not anchored not stored refs pending

Federated Q-Learning: Linear Regret Speedup with Low Communication Cost

Fengyu Gao, Jing Yang, Lingzhou Xue, Zhong Zheng

arxiv:2312.15023 v2 · 2023-12-22 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{B2U56Z5ZGO4RTXN3A4MX65Q7CJ}

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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.

Cited by

1 paper in Pith

On the Convergence Rates of Federated Q-Learning across Heterogeneous Environments

Receipt and verification

First computed	2026-07-05T08:16:45.702558Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ea9df67b933b919ddbb07197f761f125aff1bba3375b5c7338fb310e2f89690

Aliases

arxiv: 2312.15023 · arxiv_version: 2312.15023v2 · doi: 10.48550/arxiv.2312.15023 · pith_short_12: B2U56Z5ZGO4R · pith_short_16: B2U56Z5ZGO4RTXN3 · pith_short_8: B2U56Z5Z

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/B2U56Z5ZGO4RTXN3A4MX65Q7CJ \
  | 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: 0ea9df67b933b919ddbb07197f761f125aff1bba3375b5c7338fb310e2f89690

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6cf750ecc3894376191162385f0546543dde3fa6d2c0dc6ecafe5cf74f6f6252",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-22T19:14:09Z",
    "title_canon_sha256": "8ec55d2d28a4cb60d505732098edd97cf56506c1cf2332eed5432a6e35dd3b9a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.15023",
    "kind": "arxiv",
    "version": 2
  }
}