Pith Number

pith:PIHKAKCC

pith:2024:PIHKAKCCVFPQ22TVFBRINFZDID

not attested not anchored not stored refs pending

TradingAgents: Multi-Agents LLM Financial Trading Framework

Di Luo, Edward Sun, Wei Wang, Yijia Xiao

arxiv:2412.20138 v7 · 2024-12-28 · q-fin.TR · cs.AI · cs.CE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PIHKAKCCVFPQ22TVFBRINFZDID}

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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

38 papers in Pith

The Interplay of Harness Design and Post-Training in LLM Agents

Leakage-Aware Benchmarking of LLM Forecasting: Real-Time Nowcasts as the Decision-Time Input for Macro Factor Ranking

MoCA-Agent: A Market-of-Claims Code Agent for Financial and Numerical Reasoning

Macro Economists in the Machine: A Multi-Agent LLM Framework for Commodity-Related ETF Portfolio Construction

Beyond Agent Architecture: Execution Assumptions and Reproducibility in LLM-Based Trading Systems

Receipt and verification

First computed	2026-07-05T11:14:51.927407Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7a0ea02842a95f0d6a75286286972340c62ee00196138017d0f06fe88eb4ee6a

Aliases

arxiv: 2412.20138 · arxiv_version: 2412.20138v7 · doi: 10.48550/arxiv.2412.20138 · pith_short_12: PIHKAKCCVFPQ · pith_short_16: PIHKAKCCVFPQ22TV · pith_short_8: PIHKAKCC

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/PIHKAKCCVFPQ22TVFBRINFZDID \
  | 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: 7a0ea02842a95f0d6a75286286972340c62ee00196138017d0f06fe88eb4ee6a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e39fddcf074122323ab5709d6f04b669f5d35c86000144471fa705ffc8b7f3a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CE",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2024-12-28T12:54:06Z",
    "title_canon_sha256": "5c50e38e46846cd67a2ec4a65e1a381eeda92788930f883ef478e46c1fefc489"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20138",
    "kind": "arxiv",
    "version": 7
  }
}