Pith Number

pith:Q3L5CUG3

pith:2025:Q3L5CUG3SUBML66BR6F7LIU5CX

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning for Dynamic Pricing in Supply Chains: Benchmarking Strategic Agent Behaviours under Realistically Simulated Market Conditions

Marijn van Rijswijk, Seyed Sahand Mohammadi Ziabari, Thomas Hazenberg, Yao Ma

arxiv:2507.02698 v1 · 2025-07-03 · cs.LG · econ.EM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q3L5CUG3SUBML66BR6F7LIU5CX}

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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

1 paper in Pith

AIGP: An LLM-Based Framework for Long-Term Value Alignment in E-Commerce Pricing

Receipt and verification

First computed	2026-07-05T11:31:33.332863Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86d7d150db9502c5fbc18f8bf5a29d15d11d08f5078ba1a1ca6eadb1eb188a84

Aliases

arxiv: 2507.02698 · arxiv_version: 2507.02698v1 · doi: 10.48550/arxiv.2507.02698 · pith_short_12: Q3L5CUG3SUBM · pith_short_16: Q3L5CUG3SUBML66B · pith_short_8: Q3L5CUG3

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/Q3L5CUG3SUBML66BR6F7LIU5CX \
  | 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: 86d7d150db9502c5fbc18f8bf5a29d15d11d08f5078ba1a1ca6eadb1eb188a84

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "479f32bb6d99e54b500f34a1076395597ed4b36bfc404b54bcc201a69a37af88",
    "cross_cats_sorted": [
      "econ.EM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-03T15:07:37Z",
    "title_canon_sha256": "4b1b07a6e9d041272115b30a022db7bee6eceab1ae18eda277c180433432333e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02698",
    "kind": "arxiv",
    "version": 1
  }
}