Pith Number

pith:U3KJG7HY

pith:2024:U3KJG7HYHSOYC2EL65I4ALQ36P

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Picker Routing Problem in Warehousing

Ali Eshragh, Elizabeth Stojanovski, George Dunn, Hadi Charkhgard, Sasan Mahmoudinazlou

arxiv:2402.03525 v1 · 2024-02-05 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U3KJG7HYHSOYC2EL65I4ALQ36P}

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	2026-07-05T07:41:53.911098Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a6d4937cf83c9d81688bf751c02e1bf3f6bf57de96bd8eed8dcc70385852e417

Aliases

arxiv: 2402.03525 · arxiv_version: 2402.03525v1 · doi: 10.48550/arxiv.2402.03525 · pith_short_12: U3KJG7HYHSOY · pith_short_16: U3KJG7HYHSOYC2EL · pith_short_8: U3KJG7HY

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/U3KJG7HYHSOYC2EL65I4ALQ36P \
  | 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: a6d4937cf83c9d81688bf751c02e1bf3f6bf57de96bd8eed8dcc70385852e417

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4387559019c0574fc7c49a12ca722d0cdb569a665d7886a90140020105da16b6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-05T21:25:45Z",
    "title_canon_sha256": "7c708dc1fa02a9bf626b951c0a697ea1426f738eb4b53a69a2bb3e8ecd4df18b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03525",
    "kind": "arxiv",
    "version": 1
  }
}