Pith Number

pith:GICCTQRO

pith:2021:GICCTQRO3CZMGJHWVIW3SPCBDV

not attested not anchored not stored refs pending

Deep Policy Iteration with Integer Programming for Inventory Management

Ashish Jagmohan, Brian Quanz, Divya Singhvi, Jayant Kalagnanam, Pavithra Harsha

arxiv:2112.02215 v3 · 2021-12-04 · cs.LG · cs.AI · 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{GICCTQRO3CZMGJHWVIW3SPCBDV}

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	2026-07-05T09:58:15.064100Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

320429c22ed8b2c324f6aa2db93c411d7a37e8244a65e685b720426a6fe025c8

Aliases

arxiv: 2112.02215 · arxiv_version: 2112.02215v3 · doi: 10.48550/arxiv.2112.02215 · pith_short_12: GICCTQRO3CZM · pith_short_16: GICCTQRO3CZMGJHW · pith_short_8: GICCTQRO

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/GICCTQRO3CZMGJHWVIW3SPCBDV \
  | 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: 320429c22ed8b2c324f6aa2db93c411d7a37e8244a65e685b720426a6fe025c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fab82c73bf839e62d947897f801e661d129960bc832ae448425a5ef1f1bbf46d",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-04T01:40:34Z",
    "title_canon_sha256": "afc39b45f3abdb12a3ccd9d33db70f2fd173c4cc5768ede02b96d8d2495a08eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.02215",
    "kind": "arxiv",
    "version": 3
  }
}