Pith Number

pith:JHFGHX3P

pith:2022:JHFGHX3PZEIMCIJVWRMXVLBM5G

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning with Shared Resources for Inventory Management

Chuheng Zhang, Guozi Liu, Houqiang Li, Jiang Bian, Lei Song, Li Zhao, Mingxiao Feng, Wei Jiang, Yan Jin, Yuandong Ding

arxiv:2212.07684 v2 · 2022-12-15 · cs.AI · 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{JHFGHX3PZEIMCIJVWRMXVLBM5G}

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

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

Receipt and verification

First computed	2026-07-05T05:26:12.727280Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49ca63df6fc910c12135b4597aac2ce9b09deec63f4e7da1e7f46cc7420b68d9

Aliases

arxiv: 2212.07684 · arxiv_version: 2212.07684v2 · doi: 10.48550/arxiv.2212.07684 · pith_short_12: JHFGHX3PZEIM · pith_short_16: JHFGHX3PZEIMCIJV · pith_short_8: JHFGHX3P

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/JHFGHX3PZEIMCIJVWRMXVLBM5G \
  | 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: 49ca63df6fc910c12135b4597aac2ce9b09deec63f4e7da1e7f46cc7420b68d9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c7a32da24c1dc3cef0fc6cab0f8d6f93fad53416bc9228675b27531f803d3ff",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-12-15T09:35:54Z",
    "title_canon_sha256": "d76aef8a276ce312f336c4a1ab330077bc01aaf9b69c3895476ca05e6d46b275"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.07684",
    "kind": "arxiv",
    "version": 2
  }
}