Pith Number

pith:IZABN7VH

pith:2025:IZABN7VHKDIYDLGPBSOUFH535P

not attested not anchored not stored refs pending

Simulation-Driven Reinforcement Learning in Queuing Network Routing Optimization

Aaron Ong, Fatima Al-Ani, Jevon Charles, Joshua Forday, Molly Wang, Vinayak Modi

arxiv:2507.18795 v1 · 2025-07-24 · cs.AI

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\usepackage{pith}
\pithnumber{IZABN7VHKDIYDLGPBSOUFH535P}

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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

Efficient Computation of Blackwell Optimal Policies using Rational Functions

Receipt and verification

First computed	2026-07-05T11:42:58.398825Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

464016fea750d181accf0c9d429fbbebe9e3213f68979fa325249435515b3fad

Aliases

arxiv: 2507.18795 · arxiv_version: 2507.18795v1 · doi: 10.48550/arxiv.2507.18795 · pith_short_12: IZABN7VHKDIY · pith_short_16: IZABN7VHKDIYDLGP · pith_short_8: IZABN7VH

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/IZABN7VHKDIYDLGPBSOUFH535P \
  | 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: 464016fea750d181accf0c9d429fbbebe9e3213f68979fa325249435515b3fad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c544f0a5041a5d9dc8d70a28893f7e9189b1798ec2bc04466b640d886b957053",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-24T20:32:47Z",
    "title_canon_sha256": "335f6012420c8ae15fd74d77fd94205df1fd9e9be595cbf741fbfcbf1ee103e0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.18795",
    "kind": "arxiv",
    "version": 1
  }
}