Pith Number

pith:AK2TIRL4

pith:2024:AK2TIRL4I3XFVS6SYFRU5WUSFZ

not attested not anchored not stored refs pending

Solving Stochastic Orienteering Problems with Chance Constraints Using a GNN Powered Monte Carlo Tree Search

Marcos Abel Zuzu\'arregui, Stefano Carpin

arxiv:2409.04653 v2 · 2024-09-06 · cs.RO · 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{AK2TIRL4I3XFVS6SYFRU5WUSFZ}

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

N(CO)$^2$: Neural Combinatorial Optimization with Chance Constraints to Solve Stochastic Orienteering

Receipt and verification

First computed	2026-07-05T11:54:41.542242Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02b534457c46ee5acbd2c1634eda922e72bd1080e52c11f4f7aa268b9f79123b

Aliases

arxiv: 2409.04653 · arxiv_version: 2409.04653v2 · doi: 10.48550/arxiv.2409.04653 · pith_short_12: AK2TIRL4I3XF · pith_short_16: AK2TIRL4I3XFVS6S · pith_short_8: AK2TIRL4

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/AK2TIRL4I3XFVS6SYFRU5WUSFZ \
  | 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: 02b534457c46ee5acbd2c1634eda922e72bd1080e52c11f4f7aa268b9f79123b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d77a607057dbd64afe62c42b65c37b74b900375db02d346186095afadbaa1f8c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2024-09-06T23:31:01Z",
    "title_canon_sha256": "53e9de11b2072a04b3976c4f81da707d71e56385048be6496ffc957488dd8b9d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.04653",
    "kind": "arxiv",
    "version": 2
  }
}