Pith Number

pith:D7NMSKW3

pith:2025:D7NMSKW3A7HMMXNK4AOO4QAIDA

not attested not anchored not stored refs pending

Monte Carlo Beam Search for Actor-Critic Reinforcement Learning in Continuous Control

Abolfazl Razi, Hazim Alzorgan

arxiv:2505.09029 v1 · 2025-05-13 · cs.AI · 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{D7NMSKW3A7HMMXNK4AOO4QAIDA}

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	2026-07-05T11:02:49.124414Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1fdac92adb07cec65daae01cee40081836a63b4d0f03639a17cba62a9a7b67d7

Aliases

arxiv: 2505.09029 · arxiv_version: 2505.09029v1 · doi: 10.48550/arxiv.2505.09029 · pith_short_12: D7NMSKW3A7HM · pith_short_16: D7NMSKW3A7HMMXNK · pith_short_8: D7NMSKW3

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/D7NMSKW3A7HMMXNK4AOO4QAIDA \
  | 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: 1fdac92adb07cec65daae01cee40081836a63b4d0f03639a17cba62a9a7b67d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c12fa81911f1dd43e6148b4810e2e1a0fa12cf9cf751c2a0a0a9b6ccf4dd897",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-13T23:56:12Z",
    "title_canon_sha256": "27482212c61b14cd9a2031d259e3242e5bbfb1371739ee26b884f9170ae5b552"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.09029",
    "kind": "arxiv",
    "version": 1
  }
}