Pith. sign in
Pith Number

pith:KVN4GKPZ

pith:2024:KVN4GKPZUH2D3B3TZKMI6QIPDD
not attested not anchored not stored refs pending

MoA is All You Need: Building LLM Research Team using Mixture of Agents

Abhinav Raghunathan, Flora Huang, Leqi Zeng, Sandy Chen, Terrence C. Kim

arxiv:2409.07487 v2 · 2024-09-04 · q-fin.CP

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KVN4GKPZUH2D3B3TZKMI6QIPDD}

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

2 papers in Pith

Receipt and verification
First computed 2026-07-05T09:07:03.688604Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

555bc329f9a1f43d8773ca988f410f18f8d788ecf31e68c87ca26e4d4af35272

Aliases

arxiv: 2409.07487 · arxiv_version: 2409.07487v2 · doi: 10.48550/arxiv.2409.07487 · pith_short_12: KVN4GKPZUH2D · pith_short_16: KVN4GKPZUH2D3B3T · pith_short_8: KVN4GKPZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KVN4GKPZUH2D3B3TZKMI6QIPDD \
  | 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: 555bc329f9a1f43d8773ca988f410f18f8d788ecf31e68c87ca26e4d4af35272
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b92eae72ce46eb899b919cf1db28ccaf898c8f8d9666244f78d83c0b2cddb9c0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2024-09-04T19:00:59Z",
    "title_canon_sha256": "7ba8a54c09e7ead52dfd5f708a3d3a6d16abebae9a1d19f46c6db44964dc90f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.07487",
    "kind": "arxiv",
    "version": 2
  }
}