Pith Number

pith:IGRYDMVE

pith:2023:IGRYDMVE6VQFMRO266H4KKNACJ

not attested not anchored not stored refs pending

Optimal Control of Multiclass Fluid Queueing Networks: A Machine Learning Approach

Cheol Woo Kim, Dimitris Bertsimas

arxiv:2307.12405 v2 · 2023-07-23 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IGRYDMVE6VQFMRO266H4KKNACJ}

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

Optimal Control of Fluid Restless Multi-armed Bandits: A Machine Learning Approach

Receipt and verification

First computed	2026-05-20T00:04:03.495729Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41a381b2a4f5605645daf78fc529a01263d3ec3cfce3072b0830da0d4fdef8d2

Aliases

arxiv: 2307.12405 · arxiv_version: 2307.12405v2 · doi: 10.48550/arxiv.2307.12405 · pith_short_12: IGRYDMVE6VQF · pith_short_16: IGRYDMVE6VQFMRO2 · pith_short_8: IGRYDMVE

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/IGRYDMVE6VQFMRO266H4KKNACJ \
  | 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: 41a381b2a4f5605645daf78fc529a01263d3ec3cfce3072b0830da0d4fdef8d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a1784dfcf0721487ffe33cbbc54699eb2beb3f17dd04b135f76c05ce5397180",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-23T19:12:44Z",
    "title_canon_sha256": "899ebd96846bd224a9f1c6ee3560c5104485d98a116ff179e7a508104ed96a2f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.12405",
    "kind": "arxiv",
    "version": 2
  }
}