Pith Number

pith:N64AJMSC

pith:2026:N64AJMSCB2S55RMXO2TFVAPQ3D

not attested not anchored not stored refs pending

Agentic Monte Carlo: Simulating Reinforcement Learning for Black-Box Agents

Anthony L. Caterini, Brendan Leigh Ross, Dae Yon Hwang, Jesse C. Cresswell, No\"el Vouitsis, Raunaq Suri, Valentin Villecroze

arxiv:2606.05296 v1 · 2026-06-03 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N64AJMSCB2S55RMXO2TFVAPQ3D}

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	2026-06-05T00:13:52.412358Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6fb804b2420ea5dec59776a65a81f0d8f3008979e3e03da08a9241f9d4e965ea

Aliases

arxiv: 2606.05296 · arxiv_version: 2606.05296v1 · doi: 10.48550/arxiv.2606.05296 · pith_short_12: N64AJMSCB2S5 · pith_short_16: N64AJMSCB2S55RMX · pith_short_8: N64AJMSC

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/N64AJMSCB2S55RMXO2TFVAPQ3D \
  | 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: 6fb804b2420ea5dec59776a65a81f0d8f3008979e3e03da08a9241f9d4e965ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef30de79ef31780c87d1b1be61e53de427984b2ef0dfed39bbe88ad267a314b5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-03T18:00:07Z",
    "title_canon_sha256": "2ca072a1d58eec90375311372c4ff829f7672b056b09026958265e0e9a348eb1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.05296",
    "kind": "arxiv",
    "version": 1
  }
}