Pith Number

pith:Q5DP25FV

pith:2023:Q5DP25FVP2JW5TSL3NCUPFCPAD

not attested not anchored not stored refs pending

Monte Carlo Optimization for Solving Multilevel Stackelberg Games

Forrest Laine, Pravesh Koirala

arxiv:2312.03282 v1 · 2023-12-06 · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q5DP25FVP2JW5TSL3NCUPFCPAD}

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	2026-07-05T07:21:01.349594Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8746fd74b57e936ece4bdb4547944f00c810d223564973e510033865e5ba43a6

Aliases

arxiv: 2312.03282 · arxiv_version: 2312.03282v1 · doi: 10.48550/arxiv.2312.03282 · pith_short_12: Q5DP25FVP2JW · pith_short_16: Q5DP25FVP2JW5TSL · pith_short_8: Q5DP25FV

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/Q5DP25FVP2JW5TSL3NCUPFCPAD \
  | 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: 8746fd74b57e936ece4bdb4547944f00c810d223564973e510033865e5ba43a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef2bcedcf381e292418e0fb28c43e1712be136bf579a772e6ea1351ccaea6230",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2023-12-06T04:20:59Z",
    "title_canon_sha256": "8e47eb946095baff6d12ae5bd11b3c482661be328bbbd686b3ce1f177bd1245b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.03282",
    "kind": "arxiv",
    "version": 1
  }
}