Pith Number

pith:2LZS4JWI

pith:2020:2LZS4JWIIVY4UVOERENT2Q2KQF

not attested not anchored not stored refs pending

Reinforcement Learning for Multi-Product Multi-Node Inventory Management in Supply Chains

Balaraman Ravindran, Hardik Meisheri, Harshad Khadilkar, Nazneen N Sultana, Somjit Nath, Vinita Baniwal

arxiv:2006.04037 v1 · 2020-06-07 · cs.LG · cs.AI · cs.MA · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2LZS4JWIIVY4UVOERENT2Q2KQF}

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.

Cited by

1 paper in Pith

A Survey of Reinforcement Learning for Optimization in Automation

Receipt and verification

First computed	2026-07-05T01:08:35.285590Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d2f32e26c84571ca55c4891b3d434a815147ab607e26653d9d40018e387d1aad

Aliases

arxiv: 2006.04037 · arxiv_version: 2006.04037v1 · doi: 10.48550/arxiv.2006.04037 · pith_short_12: 2LZS4JWIIVY4 · pith_short_16: 2LZS4JWIIVY4UVOE · pith_short_8: 2LZS4JWI

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/2LZS4JWIIVY4UVOERENT2Q2KQF \
  | 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: d2f32e26c84571ca55c4891b3d434a815147ab607e26653d9d40018e387d1aad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ea70321319fba27b9bb69752e51811c604af747e268fcdf33b5b9a10592f822",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-07T04:02:59Z",
    "title_canon_sha256": "71e8e72881058a225bad15cdea0e7f83d93c9d5c43cb224527be93525993ba69"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.04037",
    "kind": "arxiv",
    "version": 1
  }
}