Pith Number

pith:PUXRK52D

pith:2024:PUXRK52D6XDO5KSUW5XPH7KNF2

not attested not anchored not stored refs pending

Enhancing Healthcare Recommendation Systems with a Multimodal LLMs-based MOE Architecture

Jingyu Xu, Yang Wang

arxiv:2412.11557 v1 · 2024-12-16 · cs.IR · cs.DB

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PUXRK52D6XDO5KSUW5XPH7KNF2}

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	2026-07-05T09:49:47.821856Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d2f157743f5c6eeaa54b76ef3fd4d2e980dcb8296b422f0a24a9bd6bb04d481

Aliases

arxiv: 2412.11557 · arxiv_version: 2412.11557v1 · doi: 10.48550/arxiv.2412.11557 · pith_short_12: PUXRK52D6XDO · pith_short_16: PUXRK52D6XDO5KSU · pith_short_8: PUXRK52D

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/PUXRK52D6XDO5KSUW5XPH7KNF2 \
  | 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: 7d2f157743f5c6eeaa54b76ef3fd4d2e980dcb8296b422f0a24a9bd6bb04d481

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5528e4fb29b3d2991751c5c39905bc1973ec361819c2c6028aa686a0f5de4e4b",
    "cross_cats_sorted": [
      "cs.DB"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-12-16T08:42:43Z",
    "title_canon_sha256": "59d50306f34ffa2bba29be6bd495be45cd76a751df2fd8a8a36ca9d95f820008"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11557",
    "kind": "arxiv",
    "version": 1
  }
}