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Pith Number

pith:2KD3CBBF

pith:2023:2KD3CBBFWMSFJ5XXK5OUUPX6WR
not attested not anchored not stored refs pending

TradingGPT: Multi-Agent System with Layered Memory and Distinct Characters for Enhanced Financial Trading Performance

Haohang Li, Khaldoun Khashanah, Yang Li, Yangyang Yu, Zhi Chen

arxiv:2309.03736 v1 · 2023-09-07 · q-fin.PM · 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{2KD3CBBFWMSFJ5XXK5OUUPX6WR}

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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

11 papers in Pith

AlgoEvolve: LLM-driven Meta-evolution of Algorithmic Trading Programs
Beyond Agent Architecture: Execution Assumptions and Reproducibility in LLM-Based Trading Systems
PandaAI: A Practical Agent CQ2 for Neuro-symbolic Data Analysis And Integrated Decision-Making in Quantitative Finance
MadEvolve: Evolutionary Optimization of Trading Systems with Large Language Models
FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting
Receipt and verification
First computed 2026-07-05T06:48:41.363672Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d287b10425b32454f6f7575d4a3efeb47b1e4e4d36da44587ed0222f38868319

Aliases

arxiv: 2309.03736 · arxiv_version: 2309.03736v1 · doi: 10.48550/arxiv.2309.03736 · pith_short_12: 2KD3CBBFWMSF · pith_short_16: 2KD3CBBFWMSFJ5XX · pith_short_8: 2KD3CBBF
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/2KD3CBBFWMSFJ5XXK5OUUPX6WR \
  | 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: d287b10425b32454f6f7575d4a3efeb47b1e4e4d36da44587ed0222f38868319
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "4f8f156232c9ac3c935c40e24ca74c4c5264cf9d2fa3e980eb6db423a622e3b1",
    "cross_cats_sorted": [
      "q-fin.TR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.PM",
    "submitted_at": "2023-09-07T14:25:35Z",
    "title_canon_sha256": "8ce83cd250c6d00e510105735bad3657b108fd659e973f97d28bad6d474aa81b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.03736",
    "kind": "arxiv",
    "version": 1
  }
}