Pith Number

pith:AALMVIYJ

pith:2026:AALMVIYJU5G4SLRNVRIL3EK7L5

not attested not anchored not stored refs pending

Modelling Customer Trajectories with Reinforcement Learning for Practical Retail Insights

Derek Nowrouzezahrai, Ken Ming Lee, Maxime C. Cohen, Paul Barde

arxiv:2605.18449 v1 · 2026-05-18 · cs.LG · 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{AALMVIYJU5G4SLRNVRIL3EK7L5}

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	2026-05-20T00:06:01.623197Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0016caa309a74dc92e2dac50bd915f5f40e3adab387062df91789dc8539b1428

Aliases

arxiv: 2605.18449 · arxiv_version: 2605.18449v1 · doi: 10.48550/arxiv.2605.18449 · pith_short_12: AALMVIYJU5G4 · pith_short_16: AALMVIYJU5G4SLRN · pith_short_8: AALMVIYJ

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/AALMVIYJU5G4SLRNVRIL3EK7L5 \
  | 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: 0016caa309a74dc92e2dac50bd915f5f40e3adab387062df91789dc8539b1428

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "459c79cf03270f204112f0707aca8b26cd2b89974f59b627c1f3a8e7259d8c24",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-18T14:17:51Z",
    "title_canon_sha256": "854eb2a6b542ce7769aabed8b837b341bcc6b31135b265812d2672c75ed37ee0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.18449",
    "kind": "arxiv",
    "version": 1
  }
}