Pith Number

pith:IYWPOUTU

pith:2024:IYWPOUTUZTSRBTREG7ARZTY6FU

not attested not anchored not stored refs pending

From Interests to Insights: An LLM Approach to Course Recommendations Using Natural Language Queries

August Evrard, Hugh Van Deventer, Mark Mills

arxiv:2412.19312 v2 · 2024-12-26 · cs.IR · 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{IYWPOUTUZTSRBTREG7ARZTY6FU}

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

Federated User Behavior Modeling for Privacy-Preserving LLM Recommendation

Receipt and verification

First computed	2026-07-05T09:55:16.320606Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

462cf75274cce510ce2437c11ccf1e2d091363290998728add506f1018abdbbd

Aliases

arxiv: 2412.19312 · arxiv_version: 2412.19312v2 · doi: 10.48550/arxiv.2412.19312 · pith_short_12: IYWPOUTUZTSR · pith_short_16: IYWPOUTUZTSRBTRE · pith_short_8: IYWPOUTU

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/IYWPOUTUZTSRBTREG7ARZTY6FU \
  | 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: 462cf75274cce510ce2437c11ccf1e2d091363290998728add506f1018abdbbd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "763ad66ec8457be840b6e605aeac82a385cd780dedc83cb73191bd0d8a901945",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-12-26T18:19:53Z",
    "title_canon_sha256": "d8cfb3344a25f2dd531cffddcca6dc02bcb9764bba879acdc10052f140076503"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.19312",
    "kind": "arxiv",
    "version": 2
  }
}