Pith Number

pith:R4P6PTMY

pith:2024:R4P6PTMYVRENXYGXORL5JCS6H7

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Dynamic Order Picking in Warehouse Operations

Abhay Sobhanan, Ali Eshragh, George Dunn, Hadi Charkhgard, Sasan Mahmoudinazlou

arxiv:2408.01656 v2 · 2024-08-03 · math.OC · 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{R4P6PTMYVRENXYGXORL5JCS6H7}

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	2026-07-05T10:44:38.248799Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f1fe7cd98ac48dbe0d77457d48a5e3fc0dad163b692ad3ae3356d520075e743

Aliases

arxiv: 2408.01656 · arxiv_version: 2408.01656v2 · doi: 10.48550/arxiv.2408.01656 · pith_short_12: R4P6PTMYVREN · pith_short_16: R4P6PTMYVRENXYGX · pith_short_8: R4P6PTMY

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/R4P6PTMYVRENXYGXORL5JCS6H7 \
  | 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: 8f1fe7cd98ac48dbe0d77457d48a5e3fc0dad163b692ad3ae3356d520075e743

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "54bce1200903c532fca12ecef7ab2127ebe5f433ce608bf656891b17905858ef",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-08-03T03:56:46Z",
    "title_canon_sha256": "56d52d324b8b28cba8d726ce6e6dcda41bea7389dc51d69fd138beeb857498b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.01656",
    "kind": "arxiv",
    "version": 2
  }
}