Pith Number

pith:7N3P4VFZ

pith:2022:7N3P4VFZWMXAIBLFCBQEKEP2QK

not attested not anchored not stored refs pending

Deep Inventory Management

Anna Luo, Carson Eisenach, Dean P. Foster, Dhruv Madeka, Kari Torkkola, Sham M. Kakade

arxiv:2210.03137 v3 · 2022-10-06 · 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{7N3P4VFZWMXAIBLFCBQEKEP2QK}

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

3 papers in Pith

Ready from Day 1: Population-Aware Coordination for Large-Scale Constrained Multi-Agent Systems

Policy Optimization in Hybrid Discrete-Continuous Action Spaces via Mixed Gradients

Receipt and verification

First computed	2026-07-05T05:20:14.738446Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb76fe54b9b32e04056510604511fa828f9ca1e2ec832de568d65c4b0778026f

Aliases

arxiv: 2210.03137 · arxiv_version: 2210.03137v3 · doi: 10.48550/arxiv.2210.03137 · pith_short_12: 7N3P4VFZWMXA · pith_short_16: 7N3P4VFZWMXAIBLF · pith_short_8: 7N3P4VFZ

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/7N3P4VFZWMXAIBLFCBQEKEP2QK \
  | 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: fb76fe54b9b32e04056510604511fa828f9ca1e2ec832de568d65c4b0778026f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "591febe9c0ab573a530239b37d800f3cc281aa5bc9fdc0b0bb8e698a802db10b",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-06T18:00:25Z",
    "title_canon_sha256": "efb640d825fe356dc2b58f888e350d7094cd2371406d7391d0656e33f1a4eac5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.03137",
    "kind": "arxiv",
    "version": 3
  }
}