Pith Number

pith:QSMK7UNZ

pith:2025:QSMK7UNZIOE3UXFJOAGPQCNHVP

not attested not anchored not stored refs pending

Structure-Informed Deep Reinforcement Learning for Inventory Management

Akhil Bagaria, Alvaro Maggiar, Carson Eisenach, Dean Foster, Dominique Perrault-Joncas, Omer Gottesman, Sohrab Andaz

arxiv:2507.22040 v1 · 2025-07-29 · cs.LG · 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{QSMK7UNZIOE3UXFJOAGPQCNHVP}

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	2026-07-05T11:45:12.069957Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8498afd1b94389ba5ca9700cf809a7abd472215575e01048c75cb6bbac66ab21

Aliases

arxiv: 2507.22040 · arxiv_version: 2507.22040v1 · doi: 10.48550/arxiv.2507.22040 · pith_short_12: QSMK7UNZIOE3 · pith_short_16: QSMK7UNZIOE3UXFJ · pith_short_8: QSMK7UNZ

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/QSMK7UNZIOE3UXFJOAGPQCNHVP \
  | 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: 8498afd1b94389ba5ca9700cf809a7abd472215575e01048c75cb6bbac66ab21

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "58c89905f64a99e32c587f97a5851f8e97d59ee0afb5e17be5b52b77e1096a5c",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-29T17:41:45Z",
    "title_canon_sha256": "c90236bec701fcc2e01d60db22d78096d6160afe8ef5a6c94689095cdde463c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.22040",
    "kind": "arxiv",
    "version": 1
  }
}