Pith Number

pith:LQ5PZ32X

pith:2019:LQ5PZ32XYCWKVIPE57PTB2EAWI

not attested not anchored not stored refs pending

Dynamic Pricing on E-commerce Platform with Deep Reinforcement Learning: A Field Experiment

Jiaxi Liu, Xiaoqing Wang, Xingyu Wu, Yidong Zhang, Yuming Deng

arxiv:1912.02572 v3 · 2019-12-05 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LQ5PZ32XYCWKVIPE57PTB2EAWI}

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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

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

PrefBench: Evaluating Zero-Shot LLM Agents in Hidden-Preference Personalized Pricing Negotiations

Receipt and verification

First computed	2026-07-05T03:09:54.337499Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5c3afcef57c0acaaa1e4efdf30e880b231562bfb07b13f3795087421c3d96973

Aliases

arxiv: 1912.02572 · arxiv_version: 1912.02572v3 · doi: 10.48550/arxiv.1912.02572 · pith_short_12: LQ5PZ32XYCWK · pith_short_16: LQ5PZ32XYCWKVIPE · pith_short_8: LQ5PZ32X

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/LQ5PZ32XYCWKVIPE57PTB2EAWI \
  | 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: 5c3afcef57c0acaaa1e4efdf30e880b231562bfb07b13f3795087421c3d96973

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2db8b0b35fd047bbf7df26db5efbc66290eed631d64e91f588fc35557a6374e3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-05T13:41:03Z",
    "title_canon_sha256": "b2d16327d836e05995f84a049dd03bb6129383c11b0b33a07b57fba88aec5d48"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.02572",
    "kind": "arxiv",
    "version": 3
  }
}