Pith Number

pith:NYWS5UNV

pith:2021:NYWS5UNVLVWAKL73CBC2L4DVNK

not attested not anchored not stored refs pending

Risk Aware and Multi-Objective Decision Making with Distributional Monte Carlo Tree Search

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

arxiv:2102.00966 v2 · 2021-02-01 · 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{NYWS5UNVLVWAKL73CBC2L4DVNK}

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	2026-07-05T02:11:26.693072Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e2d2ed1b55d6c052ffb1045a5f0756aacce42913962e6a10af8e15b7c6ff66a

Aliases

arxiv: 2102.00966 · arxiv_version: 2102.00966v2 · doi: 10.48550/arxiv.2102.00966 · pith_short_12: NYWS5UNVLVWA · pith_short_16: NYWS5UNVLVWAKL73 · pith_short_8: NYWS5UNV

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/NYWS5UNVLVWAKL73CBC2L4DVNK \
  | 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: 6e2d2ed1b55d6c052ffb1045a5f0756aacce42913962e6a10af8e15b7c6ff66a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e78c6e19b33a89098d1fb58420c138979cac809f1fd23a989e4da3fe954bfb9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-01T16:47:39Z",
    "title_canon_sha256": "bd47c69abcf1c80fafc0bbc2d50fc89e31ee5e5b33231a202607874d596f1779"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.00966",
    "kind": "arxiv",
    "version": 2
  }
}