Pith Number

pith:BQET4DP4

pith:2022:BQET4DP4CGLGSH5HBGVPZA77ST

not attested not anchored not stored refs pending

Monte Carlo Tree Search Algorithms for Risk-Aware and Multi-Objective Reinforcement Learning

Conor F. Hayes, Diederik M. Roijers, Enda Howley, Mathieu Reymond, Patrick Mannion

arxiv:2211.13032 v2 · 2022-11-23 · 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{BQET4DP4CGLGSH5HBGVPZA77ST}

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	2026-07-05T05:22:31.076970Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c093e0dfc1196691fa709aafc83ff94f1a00399547a4c2f5eded4ebecd39007

Aliases

arxiv: 2211.13032 · arxiv_version: 2211.13032v2 · doi: 10.48550/arxiv.2211.13032 · pith_short_12: BQET4DP4CGLG · pith_short_16: BQET4DP4CGLGSH5H · pith_short_8: BQET4DP4

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/BQET4DP4CGLGSH5HBGVPZA77ST \
  | 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: 0c093e0dfc1196691fa709aafc83ff94f1a00399547a4c2f5eded4ebecd39007

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85361b663ee384041e6f38b7e2c80fc94433016cbbe8941f245c54c005db6526",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-11-23T15:33:19Z",
    "title_canon_sha256": "14245cb4acae416124bbef7058522e6d2533e3d1c4e843fb8f7b204a0b295d5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.13032",
    "kind": "arxiv",
    "version": 2
  }
}