Pith Number

pith:2T7VCBC7

pith:2025:2T7VCBC7MOWRCT4W5FADRD3TFB

not attested not anchored not stored refs pending

SalesRLAgent: A Reinforcement Learning Approach for Real-Time Sales Conversion Prediction and Optimization

Nandakishor M

arxiv:2503.23303 v1 · 2025-03-30 · 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{2T7VCBC7MOWRCT4W5FADRD3TFB}

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.

Cited by

1 paper in Pith

Simulated Customers Never Walk Away: Decision Fidelity of LLM User Simulators Measured Against Real Purchase Outcomes

Receipt and verification

First computed	2026-07-05T10:41:34.160006Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4ff51045f63ad114f96e940388f732870e4f70ef6a2714ffebc09cbafceef5d

Aliases

arxiv: 2503.23303 · arxiv_version: 2503.23303v1 · doi: 10.48550/arxiv.2503.23303 · pith_short_12: 2T7VCBC7MOWR · pith_short_16: 2T7VCBC7MOWRCT4W · pith_short_8: 2T7VCBC7

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/2T7VCBC7MOWRCT4W5FADRD3TFB \
  | 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: d4ff51045f63ad114f96e940388f732870e4f70ef6a2714ffebc09cbafceef5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "df80cc67174762aca68fed5897b54941891d2d55cd772bd6fdeaaed58bcd13a5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-30T03:56:26Z",
    "title_canon_sha256": "32bc6eb5d21a0092ed9a721585acdd1104646d3aa0948f3437a1b5590febc54b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.23303",
    "kind": "arxiv",
    "version": 1
  }
}