Pith Number

pith:WSVOCSJC

pith:2020:WSVOCSJCJ3KUL6PV6C4QJV6RUJ

not attested not anchored not stored refs pending

Simultaneous Decision Making for Stochastic Multi-echelon Inventory Optimization with Deep Neural Networks as Decision Makers

Lawrence V. Snyder, Mohammad Pirhooshyaran

arxiv:2006.05608 v2 · 2020-06-10 · cs.AI · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WSVOCSJCJ3KUL6PV6C4QJV6RUJ}

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

Graph Neural Networks in Supply Chain Analytics and Optimization: Concepts, Perspectives, Dataset and Benchmarks

Receipt and verification

First computed	2026-07-05T02:25:19.802589Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4aae149224ed545f9f5f0b904d7d1a261400d5294f189ab33ace17abf0afbd7

Aliases

arxiv: 2006.05608 · arxiv_version: 2006.05608v2 · doi: 10.48550/arxiv.2006.05608 · pith_short_12: WSVOCSJCJ3KU · pith_short_16: WSVOCSJCJ3KUL6PV · pith_short_8: WSVOCSJC

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/WSVOCSJCJ3KUL6PV6C4QJV6RUJ \
  | 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: b4aae149224ed545f9f5f0b904d7d1a261400d5294f189ab33ace17abf0afbd7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5cdd49169e85eff78ea0c4f6168eb956527e448f61834c9daa626945ec9d75d",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-06-10T02:02:52Z",
    "title_canon_sha256": "166d9ab00bcdaf4123b900f5aaeda1612cc405b38d0b51b71078b9a6ed52b09a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.05608",
    "kind": "arxiv",
    "version": 2
  }
}