Pith Number

pith:3J2J6P2H

pith:2020:3J2J6P2HORTIYWD5IC6YURDMPB

not attested not anchored not stored refs pending

OR-Gym: A Reinforcement Learning Library for Operations Research Problems

Christian D. Hubbs, Hector D. Perez, Ignacio E. Grossmann, John M. Wassick, Nikolaos V. Sahinidis, Owais Sarwar

arxiv:2008.06319 v2 · 2020-08-14 · cs.AI · 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{3J2J6P2HORTIYWD5IC6YURDMPB}

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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

5 papers in Pith

Robust Markov Decision Processes on Continuous State Spaces

ICNN-enhanced 2SP: Leveraging input convex neural networks for solving two-stage stochastic programming

ISOMORPH: A Supply Chain Digital Twin for Simulation, Dataset Generation, and Forecasting Benchmarks

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

Learning to Cut: Reinforcement Learning for Benders Decomposition

Receipt and verification

First computed	2026-07-05T01:43:41.168277Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da749f3f4774668c587d40bd8a446c786e012f401ec9b2d60f4525ee992d3095

Aliases

arxiv: 2008.06319 · arxiv_version: 2008.06319v2 · doi: 10.48550/arxiv.2008.06319 · pith_short_12: 3J2J6P2HORTI · pith_short_16: 3J2J6P2HORTIYWD5 · pith_short_8: 3J2J6P2H

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/3J2J6P2HORTIYWD5IC6YURDMPB \
  | 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: da749f3f4774668c587d40bd8a446c786e012f401ec9b2d60f4525ee992d3095

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f7bccc1bcd8fb39510870e812ee974c3ec78b2b24062b5f5ab4dea94ab3d8d0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-08-14T12:21:22Z",
    "title_canon_sha256": "e6f48e85acb625e984122b2dd1495546c15931ddf85fbfd8b5fc5f565d751d3f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.06319",
    "kind": "arxiv",
    "version": 2
  }
}