Pith Number

pith:VI7V2NNM

pith:2014:VI7V2NNMANI4NAHO7EVRT7AC2K

not attested not anchored not stored refs pending

A Comparison of Monte Carlo Tree Search and Mathematical Optimization for Large Scale Dynamic Resource Allocation

Dimitris Bertsimas, J. Daniel Griffith, Mykel J. Kochenderfer, Robert Moss, Velibor V. Mi\v{s}i\'c, Vishal Gupta

arxiv:1405.5498 v1 · 2014-05-21 · math.OC · 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{VI7V2NNMANI4NAHO7EVRT7AC2K}

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	2026-05-18T02:51:23.876225Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa3f5d35ac0351c680eef92b19fc02d292fd4eb838c65b7d6617ba700a0eef53

Aliases

arxiv: 1405.5498 · arxiv_version: 1405.5498v1 · doi: 10.48550/arxiv.1405.5498 · pith_short_12: VI7V2NNMANI4 · pith_short_16: VI7V2NNMANI4NAHO · pith_short_8: VI7V2NNM

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/VI7V2NNMANI4NAHO7EVRT7AC2K \
  | 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: aa3f5d35ac0351c680eef92b19fc02d292fd4eb838c65b7d6617ba700a0eef53

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c85287d5b38b12d7e67afb8012a1a77114cdaf2460f6e8fcbfd167c4d6943d2e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2014-05-21T18:01:20Z",
    "title_canon_sha256": "bc9370c764d9909f835a5423e844ef54d7b1e50997dcee7b57fc5abdcabaa465"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1405.5498",
    "kind": "arxiv",
    "version": 1
  }
}