Pith Number

pith:USZ5GL33

pith:2026:USZ5GL33LNTVBASHLWJ6SY6TXP

not attested not anchored not stored refs pending

LLM-Based Intelligent Notification Composition: From Static Personalization to Context-Aware Persuasive Messaging

Nilesh Agrawal

arxiv:2605.16264 v1 · 2026-03-22 · cs.HC · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{USZ5GL33LNTVBASHLWJ6SY6TXP}

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	2026-05-20T00:02:14.071396Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4b3d32f7b5b675082475d93e963d3bbc5e8a6881ee9acbd62d3701dbc640228

Aliases

arxiv: 2605.16264 · arxiv_version: 2605.16264v1 · doi: 10.48550/arxiv.2605.16264 · pith_short_12: USZ5GL33LNTV · pith_short_16: USZ5GL33LNTVBASH · pith_short_8: USZ5GL33

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/USZ5GL33LNTVBASHLWJ6SY6TXP \
  | 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: a4b3d32f7b5b675082475d93e963d3bbc5e8a6881ee9acbd62d3701dbc640228

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "112e8622aef1a9334757905e735ed49e20928f4e8ae6d80730f300e281979385",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2026-03-22T01:31:16Z",
    "title_canon_sha256": "4b64918ada95e657ad96bea09f92d63c30026ee83b34a7b445ce64807fc3606b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.16264",
    "kind": "arxiv",
    "version": 1
  }
}