Pith Number

pith:67MVWCLG

pith:2024:67MVWCLGSW6JLVR4YQTJP6TITU

not attested not anchored not stored refs pending

Enhancing Investment Analysis: Optimizing AI-Agent Collaboration in Financial Research

Hongyang Yang, Kunpeng Zhang, Neng Wang, Sean Xin Xu, Shangkun Che, Xuewen Han

arxiv:2411.04788 v1 · 2024-11-07 · cs.AI · cs.CL · cs.LG · q-fin.ST · q-fin.TR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{67MVWCLGSW6JLVR4YQTJP6TITU}

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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

MetaGraph: A Large-Scale Meta-Analysis of GenAI in Financial NLP (2022-2025)

Signal or Noise in Multi-Agent LLM-based Stock Recommendations?

Receipt and verification

First computed	2026-07-05T09:32:34.047550Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7d95b096695bc95d63cc42697fa689d3d4cc1fbb67b1f993dc35667cf247207

Aliases

arxiv: 2411.04788 · arxiv_version: 2411.04788v1 · doi: 10.48550/arxiv.2411.04788 · pith_short_12: 67MVWCLGSW6J · pith_short_16: 67MVWCLGSW6JLVR4 · pith_short_8: 67MVWCLG

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/67MVWCLGSW6JLVR4YQTJP6TITU \
  | 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: f7d95b096695bc95d63cc42697fa689d3d4cc1fbb67b1f993dc35667cf247207

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83b84bb78bf428ba12e2602d064cb75ab703031990fabe419deb17ab852b7d53",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG",
      "q-fin.ST",
      "q-fin.TR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-11-07T15:28:20Z",
    "title_canon_sha256": "239506f7a552bcf4fa420db1a5a6f78e951246300d0b7b4730657841cbdbc68e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.04788",
    "kind": "arxiv",
    "version": 1
  }
}