Pith Number

pith:KDZDWLBM

pith:2025:KDZDWLBMUQVHPRCIOZIUBAADVH

not attested not anchored not stored refs pending

Can Large Language Models Trade? Testing Financial Theories with LLM Agents in Market Simulations

Alejandro Lopez-Lira

arxiv:2504.10789 v1 · 2025-04-15 · q-fin.CP · econ.GN · q-fin.EC · q-fin.GN · 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{KDZDWLBMUQVHPRCIOZIUBAADVH}

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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

4 papers in Pith

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

FinBoardBench: Benchmarking Dynamic Wealth Management and Strategic Financial Reasoning of LLMs via Board Game Simulations

Debiasing LLMs by Fine-tuning

QRAFTI: An Agentic Framework for Empirical Research in Quantitative Finance

Receipt and verification

First computed	2026-07-05T10:49:24.384553Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50f23b2c2ca42a77c4487651408003a9cc3a086ca0a468b731ebbcf99cd0fd3e

Aliases

arxiv: 2504.10789 · arxiv_version: 2504.10789v1 · doi: 10.48550/arxiv.2504.10789 · pith_short_12: KDZDWLBMUQVH · pith_short_16: KDZDWLBMUQVHPRCI · pith_short_8: KDZDWLBM

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/KDZDWLBMUQVHPRCIOZIUBAADVH \
  | 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: 50f23b2c2ca42a77c4487651408003a9cc3a086ca0a468b731ebbcf99cd0fd3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21badc7ce542b3d95efc0221d2c3dfc9aa8cb65c912451b3b8d6756fc1da1e89",
    "cross_cats_sorted": [
      "econ.GN",
      "q-fin.EC",
      "q-fin.GN",
      "q-fin.TR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2025-04-15T01:18:36Z",
    "title_canon_sha256": "6bd87cb2b4e4558326426ae92d2c6ae6577e05a79dfc08986e43f89f66a7d484"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.10789",
    "kind": "arxiv",
    "version": 1
  }
}