Pith Number

pith:GZX6TDJB

pith:2023:GZX6TDJBUENM2234ODWYO6PA2P

not attested not anchored not stored refs pending

Deep reinforcement learning for process design: Review and perspective

Artur M. Schweidtmann, Qinghe Gao

arxiv:2308.07822 v2 · 2023-08-15 · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GZX6TDJBUENM2234ODWYO6PA2P}

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.

Receipt and verification

First computed	2026-06-09T02:06:58.515404Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

366fe98d21a11acd6b7c70ed8779e0d3f391924bd0dec567977d6463d0a0e103

Aliases

arxiv: 2308.07822 · arxiv_version: 2308.07822v2 · doi: 10.48550/arxiv.2308.07822 · pith_short_12: GZX6TDJBUENM · pith_short_16: GZX6TDJBUENM2234 · pith_short_8: GZX6TDJB

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/GZX6TDJBUENM2234ODWYO6PA2P \
  | 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: 366fe98d21a11acd6b7c70ed8779e0d3f391924bd0dec567977d6463d0a0e103

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5d61c40e9aa92e3615ca26e08d13ddceb1f01518b244fb1620441c432108c1a",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-15T14:56:37Z",
    "title_canon_sha256": "dcf9f286b0785a7c28e0128f604c9664b18c45442f41339192a38b276f40ade6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.07822",
    "kind": "arxiv",
    "version": 2
  }
}