Pith Number

pith:74GFFGYF

pith:2025:74GFFGYFQXPVWIBYHSARMWMYC5

not attested not anchored not stored refs pending

Iterative Multi-Agent Reinforcement Learning: A Novel Approach Toward Real-World Multi-Echelon Inventory Optimization

Arash Sarmadi, Georg Ziegner, Hung Mac Chan Le, Michael Choi, Sahil Sakhuja

arxiv:2503.18201 v1 · 2025-03-23 · 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{74GFFGYFQXPVWIBYHSARMWMYC5}

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	2026-07-05T10:38:04.946635Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff0c529b0585df5b20383c81165998174655413eb6c5bb970d187cfa9b2cc5f7

Aliases

arxiv: 2503.18201 · arxiv_version: 2503.18201v1 · doi: 10.48550/arxiv.2503.18201 · pith_short_12: 74GFFGYFQXPV · pith_short_16: 74GFFGYFQXPVWIBY · pith_short_8: 74GFFGYF

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/74GFFGYFQXPVWIBYHSARMWMYC5 \
  | 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: ff0c529b0585df5b20383c81165998174655413eb6c5bb970d187cfa9b2cc5f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df738c1d9558c1ab20f1e5e35142f604f7e983015bf1c897ca8b5437deca32ce",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-23T20:52:21Z",
    "title_canon_sha256": "5050edb186ccc4c43a2a55b1eed283577a477ce5abddcd19da3d84be5facb48c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.18201",
    "kind": "arxiv",
    "version": 1
  }
}