Pith Number

pith:N5VID7V6

pith:2023:N5VID7V6FK67TO7V4A7XGLEATO

not attested not anchored not stored refs pending

LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios

Hongsheng Li, Jiyuan Ren, Shuai Hu, Tong Zhou, Xueyan Li, Yazhe Niu, Yuan Pu, Yu Liu, Zhenjie Yang

arxiv:2310.08348 v1 · 2023-10-12 · 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{N5VID7V6FK67TO7V4A7XGLEATO}

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	2026-07-05T07:00:14.335390Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f6a81febe2abdf9bbf5e03f732c809ba2974e267610fd16481bb22a12695040

Aliases

arxiv: 2310.08348 · arxiv_version: 2310.08348v1 · doi: 10.48550/arxiv.2310.08348 · pith_short_12: N5VID7V6FK67 · pith_short_16: N5VID7V6FK67TO7V · pith_short_8: N5VID7V6

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/N5VID7V6FK67TO7V4A7XGLEATO \
  | 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: 6f6a81febe2abdf9bbf5e03f732c809ba2974e267610fd16481bb22a12695040

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85b09f2294a8b3e2e1427ebab94ba5445a6c8f02fc01783c6471d8ae06d3d26f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-12T14:18:09Z",
    "title_canon_sha256": "e22d1fdafd130c598a0027067cb652e06dbcad6515f0c623641369d73f8b89df"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.08348",
    "kind": "arxiv",
    "version": 1
  }
}