Pith Number

pith:P26JTZVL

pith:2024:P26JTZVLOGA4QPLOR6KGRTL4OA

not attested not anchored not stored refs pending

Dual-Agent Deep Reinforcement Learning for Dynamic Pricing and Replenishment

Peng Jiang, Yijie Peng, Yi Zheng, Zehao Li

arxiv:2410.21109 v1 · 2024-10-28 · cs.LG · econ.GN · q-fin.EC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P26JTZVLOGA4QPLOR6KGRTL4OA}

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	2026-07-05T09:27:15.515163Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ebc99e6ab7181c83d6e8f9468cd7c703b8997534ade12a8aa589eb5dcd56b99

Aliases

arxiv: 2410.21109 · arxiv_version: 2410.21109v1 · doi: 10.48550/arxiv.2410.21109 · pith_short_12: P26JTZVLOGA4 · pith_short_16: P26JTZVLOGA4QPLO · pith_short_8: P26JTZVL

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/P26JTZVLOGA4QPLOR6KGRTL4OA \
  | 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: 7ebc99e6ab7181c83d6e8f9468cd7c703b8997534ade12a8aa589eb5dcd56b99

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1bb138a64fccc7bc9ac9df4b5f5a1122c2272a549e0ec3102e2690fada4da113",
    "cross_cats_sorted": [
      "econ.GN",
      "q-fin.EC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-28T15:12:04Z",
    "title_canon_sha256": "64e37358b3c986253bac163cecfa4fd560377fafb27fc6ddecc81ce40fe5c534"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.21109",
    "kind": "arxiv",
    "version": 1
  }
}