Pith Number

pith:JNZ4AHF2

pith:2024:JNZ4AHF22WDICM5K5WOOGVZNYF

not attested not anchored not stored refs pending

Dynamic Retail Pricing via Q-Learning -- A Reinforcement Learning Framework for Enhanced Revenue Management

Ketan Kale, Mohit Apte, Pranav Datar, Pratiksha Deshmukh

arxiv:2411.18261 v1 · 2024-11-27 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JNZ4AHF22WDICM5K5WOOGVZNYF}

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	2026-07-05T09:41:13.992126Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b73c01cbad5868133aaed9ce3572dc17016e23be38c977cdb75918557d49503

Aliases

arxiv: 2411.18261 · arxiv_version: 2411.18261v1 · doi: 10.48550/arxiv.2411.18261 · pith_short_12: JNZ4AHF22WDI · pith_short_16: JNZ4AHF22WDICM5K · pith_short_8: JNZ4AHF2

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/JNZ4AHF22WDICM5K5WOOGVZNYF \
  | 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: 4b73c01cbad5868133aaed9ce3572dc17016e23be38c977cdb75918557d49503

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4865b7dfd922af4fcaac00aa51399d65599feb94cfa29bf96f8baa2592df1e80",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-27T11:59:06Z",
    "title_canon_sha256": "05d5ce49f78be902145d3653d2eb5b5a228b8274cea07563cea3a307b84d6fa8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.18261",
    "kind": "arxiv",
    "version": 1
  }
}