Pith Number

pith:SDMW5EZP

pith:2024:SDMW5EZPCGGWHYR4X6IS3MEJCP

not attested not anchored not stored refs pending

Improving the Prediction of Individual Engagement in Recommendations Using Cognitive Models

Cleotilde Gonzalez, Duncan Wood, Milind Tambe, Roderick Seow, Yunfan Zhao

arxiv:2408.16147 v2 · 2024-08-28 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SDMW5EZPCGGWHYR4X6IS3MEJCP}

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	2026-07-05T09:02:41.978800Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90d96e932f118d63e23cbf912db08913cafc53843de1d261f41971379d60168f

Aliases

arxiv: 2408.16147 · arxiv_version: 2408.16147v2 · doi: 10.48550/arxiv.2408.16147 · pith_short_12: SDMW5EZPCGGW · pith_short_16: SDMW5EZPCGGWHYR4 · pith_short_8: SDMW5EZP

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/SDMW5EZPCGGWHYR4X6IS3MEJCP \
  | 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: 90d96e932f118d63e23cbf912db08913cafc53843de1d261f41971379d60168f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e6cfeedf473888ff1a72922f03285a26b866db7882553c168f3abcca915c9d7",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-08-28T21:28:45Z",
    "title_canon_sha256": "7265ef0e45f4e2a47afa4e670cf13d9b636557d2304f66b53e5741e4502fb75a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.16147",
    "kind": "arxiv",
    "version": 2
  }
}