Pith Number

pith:B6QNPTVA

pith:2022:B6QNPTVAHPS3CUZPSIDT5XROA5

not attested not anchored not stored refs pending

Comparing Deep Reinforcement Learning Algorithms in Two-Echelon Supply Chains

Fabio Stella, Francesco Stranieri

arxiv:2204.09603 v3 · 2022-04-20 · 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{B6QNPTVAHPS3CUZPSIDT5XROA5}

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

Collaborating in a competitive world: Heterogeneous Multi-Agent Decision Making in Symbiotic Supply Chain Environments

Receipt and verification

First computed	2026-07-05T09:57:17.612831Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0fa0d7cea03be5b1532f92073ede2e07566392fe21fe6f142512e5a959187866

Aliases

arxiv: 2204.09603 · arxiv_version: 2204.09603v3 · doi: 10.48550/arxiv.2204.09603 · pith_short_12: B6QNPTVAHPS3 · pith_short_16: B6QNPTVAHPS3CUZP · pith_short_8: B6QNPTVA

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/B6QNPTVAHPS3CUZPSIDT5XROA5 \
  | 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: 0fa0d7cea03be5b1532f92073ede2e07566392fe21fe6f142512e5a959187866

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca67d07a4bc386447ba9c1d49015801fa09ae6ef7ad676491ecc7eb1aea61e58",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-20T16:33:01Z",
    "title_canon_sha256": "7d51464451b6d5b0e6249811d2ccb3d556b33b5bac8f609267e5e501c8fd0185"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.09603",
    "kind": "arxiv",
    "version": 3
  }
}