Pith Number

pith:BS4MS37L

pith:2025:BS4MS37LSJ5442MJRPDT7REKUR

not attested not anchored not stored refs pending

Nonlocal Monte Carlo via Reinforcement Learning

Dmitrii Dobrynin, John Paul Strachan, Masoud Mohseni

arxiv:2508.10520 v1 · 2025-08-14 · cs.LG · cond-mat.dis-nn

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BS4MS37LSJ5442MJRPDT7REKUR}

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

1 paper in Pith

Demonstrating Real Advantage of Machine-Learning-Enhanced Monte Carlo for Combinatorial Optimization

Receipt and verification

First computed	2026-07-05T11:53:57.876040Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0cb8c96feb927bce69898bc73fc48aa47f166c08cc4953ba66e4f43c31f7e214

Aliases

arxiv: 2508.10520 · arxiv_version: 2508.10520v1 · doi: 10.48550/arxiv.2508.10520 · pith_short_12: BS4MS37LSJ54 · pith_short_16: BS4MS37LSJ5442MJ · pith_short_8: BS4MS37L

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/BS4MS37LSJ5442MJRPDT7REKUR \
  | 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: 0cb8c96feb927bce69898bc73fc48aa47f166c08cc4953ba66e4f43c31f7e214

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd5a2bfea668c7a99c2a7473537a51adfc88f98ff3d844db61023d813017b2e7",
    "cross_cats_sorted": [
      "cond-mat.dis-nn"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-14T10:45:44Z",
    "title_canon_sha256": "424fe329917d7b05cb395dd0d6aba409aa4253f43b9eeeaf579e909f26e5a078"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.10520",
    "kind": "arxiv",
    "version": 1
  }
}