Pith Number

pith:YAKOOMKQ

pith:2023:YAKOOMKQMAF3P42NKNURR3QGDB

not attested not anchored not stored refs pending

A Versatile Multi-Agent Reinforcement Learning Benchmark for Inventory Management

Chuheng Zhang, Jiang Bian, Lei Song, Li Zhao, Wei Jiang, Xianliang Yang, Zhihao Liu

arxiv:2306.07542 v1 · 2023-06-13 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YAKOOMKQMAF3P42NKNURR3QGDB}

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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

2 papers in Pith

Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory

gym-invmgmt: An Open Benchmarking Framework for Inventory Management Methods

Receipt and verification

First computed	2026-07-05T06:20:06.045832Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c014e73150600bb7f34d536918ee06187a788ebee4a861eec5feea81f832e8a2

Aliases

arxiv: 2306.07542 · arxiv_version: 2306.07542v1 · doi: 10.48550/arxiv.2306.07542 · pith_short_12: YAKOOMKQMAF3 · pith_short_16: YAKOOMKQMAF3P42N · pith_short_8: YAKOOMKQ

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/YAKOOMKQMAF3P42NKNURR3QGDB \
  | 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: c014e73150600bb7f34d536918ee06187a788ebee4a861eec5feea81f832e8a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "55735cb78f5c28734948c51d2498ea05df572e45d4bc46187bd949abdd41dd0e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-06-13T05:22:30Z",
    "title_canon_sha256": "fdd6517907e122894bb9f55f888c31dfbfd5569a6ea887f98306dbcc817bb6e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.07542",
    "kind": "arxiv",
    "version": 1
  }
}