Pith Number

pith:NFAE3VDW

pith:2020:NFAE3VDWMBSUBVXAV36HMUTYYC

not attested not anchored not stored refs pending

Average-reward model-free reinforcement learning: a systematic review and literature mapping

Ali Eshragh, Fred Roosta, George Dunn, Marcus Gallagher, Vektor Dewanto

arxiv:2010.08920 v2 · 2020-10-18 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NFAE3VDWMBSUBVXAV36HMUTYYC}

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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

A Harmonic Mean Formulation of Average Reward Reinforcement Learning in SMDPs

Receipt and verification

First computed	2026-07-05T03:02:41.001832Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69404dd476606540d6e0aefc765278c095e1b259d94bcc822d39722f1476651a

Aliases

arxiv: 2010.08920 · arxiv_version: 2010.08920v2 · doi: 10.48550/arxiv.2010.08920 · pith_short_12: NFAE3VDWMBSU · pith_short_16: NFAE3VDWMBSUBVXA · pith_short_8: NFAE3VDW

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/NFAE3VDWMBSUBVXAV36HMUTYYC \
  | 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: 69404dd476606540d6e0aefc765278c095e1b259d94bcc822d39722f1476651a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ece05498ada377885265d284b1a80abebb5489649814d3d092dbd8aa9fa4855b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-18T05:06:01Z",
    "title_canon_sha256": "d03b8648c8b0eaa861c8e8730e71d59c05af5a9a94ec2343e9d19b24d22abe9e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.08920",
    "kind": "arxiv",
    "version": 2
  }
}