pith. sign in
Pith Number

pith:3Q3NMRX2

pith:2025:3Q3NMRX2JY6RGBCNAXMRELQA4N
not attested not anchored not stored refs pending

Agentic Personalisation of Cross-Channel Marketing Experiences

Eleanor Hanna, Olivier Jeunen, Sami Abboud, Schaun Wheeler, Vineesha Raheja

arxiv:2506.16429 v1 · 2025-06-19 · cs.AI · cs.IR · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3Q3NMRX2JY6RGBCNAXMRELQA4N}

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 2026-07-05T11:24:36.411438Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

dc36d646fa4e3d13044d05d9122e00e3607a146de1d359d9ef2cd8381ef2f011

Aliases

arxiv: 2506.16429 · arxiv_version: 2506.16429v1 · doi: 10.48550/arxiv.2506.16429 · pith_short_12: 3Q3NMRX2JY6R · pith_short_16: 3Q3NMRX2JY6RGBCN · pith_short_8: 3Q3NMRX2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3Q3NMRX2JY6RGBCNAXMRELQA4N \
  | 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: dc36d646fa4e3d13044d05d9122e00e3607a146de1d359d9ef2cd8381ef2f011
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "038e526391d811c02429acf69e5b60f7c365de0cf278de88943627e575038e1d",
    "cross_cats_sorted": [
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-06-19T16:07:31Z",
    "title_canon_sha256": "5dc50f771ab6daf84e6fbb89007835882b962ebf972eae1169008647ce4356b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.16429",
    "kind": "arxiv",
    "version": 1
  }
}