Pith Number

pith:PUSGLOOW

pith:2024:PUSGLOOWGPNJ2OK3ACPBK4GWWI

not attested not anchored not stored refs pending

Composition of Experts: A Modular Compound AI System Leveraging Large Language Models

Anand Sampat, Bo Li, Guoyao Feng, Jonathan Li, Kaizhao Liang, Raghu Prabhakar, Ravi Raju, Sumati Jairath, Swayambhoo Jain, Urmish Thakkar, Zoltan Csaki

arxiv:2412.01868 v1 · 2024-12-02 · cs.LG · cs.AI · cs.CL · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PUSGLOOWGPNJ2OK3ACPBK4GWWI}

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	2026-07-05T09:43:39.900924Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d2465b9d633da9d395b009e1570d6b2310f3cffce41f4f187c28af3dbc94efc

Aliases

arxiv: 2412.01868 · arxiv_version: 2412.01868v1 · doi: 10.48550/arxiv.2412.01868 · pith_short_12: PUSGLOOWGPNJ · pith_short_16: PUSGLOOWGPNJ2OK3 · pith_short_8: PUSGLOOW

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/PUSGLOOWGPNJ2OK3ACPBK4GWWI \
  | 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: 7d2465b9d633da9d395b009e1570d6b2310f3cffce41f4f187c28af3dbc94efc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a9df48ad6ddaec4b88a323340206100805925d7a3e86a8235ad506833019a0d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-02T07:43:21Z",
    "title_canon_sha256": "d56732dcbd03c5ebfcab5fdcfa8820463d76340a4843ebb158cbb99f621229b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01868",
    "kind": "arxiv",
    "version": 1
  }
}