Pith Number

pith:44KTV2RR

pith:2022:44KTV2RRA3GGMWDT2T2WGIMVIE

not attested not anchored not stored refs pending

On Convergence of Average-Reward Off-Policy Control Algorithms in Weakly Communicating MDPs

Richard S. Sutton, Yi Wan

arxiv:2209.15141 v2 · 2022-09-30 · 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{44KTV2RRA3GGMWDT2T2WGIMVIE}

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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

Position: Deployed Reinforcement Learning should be Continual

Receipt and verification

First computed	2026-07-05T05:13:38.157867Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e7153aea3106cc665873d4f5632195413832e780b85a1c6ef5aba00d3eec2d82

Aliases

arxiv: 2209.15141 · arxiv_version: 2209.15141v2 · doi: 10.48550/arxiv.2209.15141 · pith_short_12: 44KTV2RRA3GG · pith_short_16: 44KTV2RRA3GGMWDT · pith_short_8: 44KTV2RR

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/44KTV2RRA3GGMWDT2T2WGIMVIE \
  | 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: e7153aea3106cc665873d4f5632195413832e780b85a1c6ef5aba00d3eec2d82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0e093adf2ea5afaa44098a1296dd4b4f945ea84d7a3fd3b24fe37b990238d8b",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-30T00:07:48Z",
    "title_canon_sha256": "47a8148a8407b967a44c9b39aee272f04986f1fe72d5f9da9a0ac42b0abe4cdc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.15141",
    "kind": "arxiv",
    "version": 2
  }
}