Pith Number

pith:VZTCFMIW

pith:2019:VZTCFMIWXDX24WMNLNGENMU22X

not attested not anchored not stored refs pending

ORL: Reinforcement Learning Benchmarks for Online Stochastic Optimization Problems

Alvaro Maggiar, Andreas Damianou, Arpit Jain, Balakrishnan Narayanaswamy, Bharathan Balaji, Chun Ye, Enes Bilgin, Jordan Bell-Masterson, Pablo Moreno Garcia, Runfei Luo

arxiv:1911.10641 v2 · 2019-11-24 · cs.LG · cs.AI · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VZTCFMIWXDX24WMNLNGENMU22X}

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

2 papers in Pith

Multi-Agent Environments for Vehicle Routing Problems

gym-invmgmt: An Open Benchmarking Framework for Inventory Management Methods

Receipt and verification

First computed	2026-07-05T00:23:09.219670Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae6622b116b8efae598d5b4c46b29ad5dfe4e233b35716d4dab147d1b39a9729

Aliases

arxiv: 1911.10641 · arxiv_version: 1911.10641v2 · doi: 10.48550/arxiv.1911.10641 · pith_short_12: VZTCFMIWXDX2 · pith_short_16: VZTCFMIWXDX24WMN · pith_short_8: VZTCFMIW

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/VZTCFMIWXDX24WMNLNGENMU22X \
  | 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: ae6622b116b8efae598d5b4c46b29ad5dfe4e233b35716d4dab147d1b39a9729

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b08e013fda4138a200c5692f272bf87d9b894cc91dd3e85749b2e48b4939657",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-11-24T23:49:48Z",
    "title_canon_sha256": "e489c3609d96c07a75f53f79a90e304faeb296b3856b1a276714331971905732"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.10641",
    "kind": "arxiv",
    "version": 2
  }
}