Pith Number

pith:IWRLYYQT

pith:2023:IWRLYYQTRZIWSM3WPXINZDSGE3

not attested not anchored not stored refs pending

Performance Bounds for Policy-Based Average Reward Reinforcement Learning Algorithms

Mehrdad Moharrami, R. Srikant, Yashaswini Murthy

arxiv:2302.01450 v3 · 2023-02-02 · 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{IWRLYYQTRZIWSM3WPXINZDSGE3}

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	2026-07-05T06:25:39.721115Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45a2bc62138e516933767dd0dc8e4626ca3d3d21dc80e3853dbabd474e85fe86

Aliases

arxiv: 2302.01450 · arxiv_version: 2302.01450v3 · doi: 10.48550/arxiv.2302.01450 · pith_short_12: IWRLYYQTRZIW · pith_short_16: IWRLYYQTRZIWSM3W · pith_short_8: IWRLYYQT

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/IWRLYYQTRZIWSM3WPXINZDSGE3 \
  | 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: 45a2bc62138e516933767dd0dc8e4626ca3d3d21dc80e3853dbabd474e85fe86

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60e894c1dbe5c53758718bad6ac48bf088b03d6f29ce69dc6135c2225f5ea4f4",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-02T22:37:47Z",
    "title_canon_sha256": "06384661ce654903c9d5da222c584b713c96f227e0b7d0a6c1764ec1032e32f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.01450",
    "kind": "arxiv",
    "version": 3
  }
}