Pith Number

pith:MGEBWEYW

pith:2024:MGEBWEYWR4S3PTYNVE5R5LD5NZ

not attested not anchored not stored refs pending

Finding good policies in average-reward Markov Decision Processes without prior knowledge

Adrienne Tuynman, Emilie Kaufmann, R\'emy Degenne

arxiv:2405.17108 v1 · 2024-05-27 · 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{MGEBWEYWR4S3PTYNVE5R5LD5NZ}

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.

Cited by

1 paper in Pith

Model-Free Robust Average-Reward Reinforcement Learning with Sample Complexity Analysis

Receipt and verification

First computed	2026-07-05T08:23:40.077216Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

61881b13168f25b7cf0da93b1eac7d6e5cb656b9bca7f6a64ca23e48ed22ba17

Aliases

arxiv: 2405.17108 · arxiv_version: 2405.17108v1 · doi: 10.48550/arxiv.2405.17108 · pith_short_12: MGEBWEYWR4S3 · pith_short_16: MGEBWEYWR4S3PTYN · pith_short_8: MGEBWEYW

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/MGEBWEYWR4S3PTYNVE5R5LD5NZ \
  | 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: 61881b13168f25b7cf0da93b1eac7d6e5cb656b9bca7f6a64ca23e48ed22ba17

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3f203ff76852a21ef1028fb9e0c8d3e080aa8886021f5243ff279edc3c85b3f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-27T12:24:14Z",
    "title_canon_sha256": "740b87900539dd6a45ccda315eaa00bd69d9f99a9e46d8611610e64d5d33a318"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17108",
    "kind": "arxiv",
    "version": 1
  }
}