Pith Number

pith:X7BDSFEH

pith:2024:X7BDSFEHEE35HOW5JV6ROQAFB4

not attested not anchored not stored refs pending

Finite-Sample Analysis of the Monte Carlo Exploring Starts Algorithm for Reinforcement Learning

Keith Ross, Pierre Youssef, Suei-Wen Chen

arxiv:2410.02994 v1 · 2024-10-03 · 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{X7BDSFEHEE35HOW5JV6ROQAFB4}

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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 with Random Time Horizons

Receipt and verification

First computed	2026-07-05T09:15:42.724953Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bfc23914872137d3badd4d7d1740050f1861484f91b812bf03fb61422cb31b9f

Aliases

arxiv: 2410.02994 · arxiv_version: 2410.02994v1 · doi: 10.48550/arxiv.2410.02994 · pith_short_12: X7BDSFEHEE35 · pith_short_16: X7BDSFEHEE35HOW5 · pith_short_8: X7BDSFEH

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/X7BDSFEHEE35HOW5JV6ROQAFB4 \
  | 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: bfc23914872137d3badd4d7d1740050f1861484f91b812bf03fb61422cb31b9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a9032d942fa988814c3010a8cca72f6b31f7b58f0836e5a5b74ddb1e75f7632",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-03T21:11:29Z",
    "title_canon_sha256": "196df334006997376ba17208f84a3e8b353375d8705f634958c82374c71f83c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02994",
    "kind": "arxiv",
    "version": 1
  }
}