Pith Number

pith:FB2SCDBE

pith:2026:FB2SCDBETHJBRWIQKSCRKOTRTE

not attested not anchored not stored refs pending

Why Specialist Models Still Matter: A Heterogeneous Multi-Agent Paradigm for Medical Artificial Intelligence

Aiguo Wang, Cuiwei Yang, Guohui Zhou, Jian Liu, Shuaicong Hu, Yanan Wang

arxiv:2605.29744 v1 · 2026-05-28 · cs.AI · cs.CL · 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{FB2SCDBETHJBRWIQKSCRKOTRTE}

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	2026-05-29T01:05:57.646249Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2875210c2499d218d9105485153a71993b66f6565885cd9d5e1a9742fbf86742

Aliases

arxiv: 2605.29744 · arxiv_version: 2605.29744v1 · doi: 10.48550/arxiv.2605.29744 · pith_short_12: FB2SCDBETHJB · pith_short_16: FB2SCDBETHJBRWIQ · pith_short_8: FB2SCDBE

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/FB2SCDBETHJBRWIQKSCRKOTRTE \
  | 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: 2875210c2499d218d9105485153a71993b66f6565885cd9d5e1a9742fbf86742

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f2e3cbc57607f4bb75f39f7382186cd4e6cbcec85aa552f3456a50ac34bf007c",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-28T10:42:44Z",
    "title_canon_sha256": "0550078034f0b2ede330e87ad6b37810eb15266e78013a850bd856768800413a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.29744",
    "kind": "arxiv",
    "version": 1
  }
}