Pith Number

pith:NDNTE6MC

pith:2024:NDNTE6MCXWTRADT44BHNZ465AN

not attested not anchored not stored refs pending

Federated Q-Learning with Reference-Advantage Decomposition: Almost Optimal Regret and Logarithmic Communication Cost

Haochen Zhang, Lingzhou Xue, Zhong Zheng

arxiv:2405.18795 v2 · 2024-05-29 · stat.ML · cs.LG

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

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\usepackage{pith}
\pithnumber{NDNTE6MCXWTRADT44BHNZ465AN}

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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

Reinforcement Learning for Scalable and Trustworthy Intelligent Systems

Receipt and verification

First computed	2026-07-05T10:27:10.656677Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

68db327982bda7100e7ce04edcf3dd03585ec7b897b19801e358cf3ecace6d74

Aliases

arxiv: 2405.18795 · arxiv_version: 2405.18795v2 · doi: 10.48550/arxiv.2405.18795 · pith_short_12: NDNTE6MCXWTR · pith_short_16: NDNTE6MCXWTRADT4 · pith_short_8: NDNTE6MC

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/NDNTE6MCXWTRADT44BHNZ465AN \
  | 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: 68db327982bda7100e7ce04edcf3dd03585ec7b897b19801e358cf3ecace6d74

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ff3d2d6785517dea98dd1545bded4ec9528e73bf2e765458cc9f6de7c8b12e73",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-05-29T06:26:52Z",
    "title_canon_sha256": "6124a2ac898f922fb3beb41cb8ca72a3d462cc4181769a391633f2dab5213741"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.18795",
    "kind": "arxiv",
    "version": 2
  }
}