Pith Number

pith:KU4DF3GN

pith:2025:KU4DF3GNU7ZFWFCM2XGVF5XRBL

not attested not anchored not stored refs pending

TransZero: Parallel Tree Expansion in MuZero using Transformer Networks

Emil Malmsten, Wendelin B\"ohmer

arxiv:2509.11233 v1 · 2025-09-14 · 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{KU4DF3GNU7ZFWFCM2XGVF5XRBL}

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.

Cited by

2 papers in Pith

PMCTS: Particle Monte Carlo Tree Search for Principled Parallelized Inference Time Scaling

Receipt and verification

First computed	2026-07-05T12:11:35.771996Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

553832eccda7f25b144cd5cd52f6f10ac8bcb91531144a925a75faea6fe46a94

Aliases

arxiv: 2509.11233 · arxiv_version: 2509.11233v1 · doi: 10.48550/arxiv.2509.11233 · pith_short_12: KU4DF3GNU7ZF · pith_short_16: KU4DF3GNU7ZFWFCM · pith_short_8: KU4DF3GN

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/KU4DF3GNU7ZFWFCM2XGVF5XRBL \
  | 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: 553832eccda7f25b144cd5cd52f6f10ac8bcb91531144a925a75faea6fe46a94

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4c9a3be1a6d75ae4049ada4694ec78f958a8e6718f1f26fa81aa8555de472d5a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-14T12:20:38Z",
    "title_canon_sha256": "0fa3eb6afe3f9d1f7f4c7b37d7859b96f515e584758020b4039b5be10f9227c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.11233",
    "kind": "arxiv",
    "version": 1
  }
}