Pith Number

pith:Q3J6PQA3

pith:2024:Q3J6PQA3QLRDIRSBVBYX62DHM3

not attested not anchored not stored refs pending

When AI Meets Finance (StockAgent): Large Language Model-based Stock Trading in Simulated Real-world Environments

Chong Zhang, Dong Shu, Lingyao Li, Mengnan Du, Mingyu Jin, Suiyuan Zhu, Sujian Li, Wenyue Hua, Xiaobo Jin, Xinyi Liu, Yongfeng Zhang, Zhenting Wang, Zhongmou Zhang

arxiv:2407.18957 v5 · 2024-07-15 · q-fin.TR · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q3J6PQA3QLRDIRSBVBYX62DHM3}

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

From Feedback Loops to Policy Updates: Reinforcement Fine-Tuning for LLM-Based Alpha Factor Discovery

Learning to Trade Like an Expert: Cognitive Fine-Tuning for Stable Financial Reasoning in Language Models

Receipt and verification

First computed	2026-06-24T01:14:18.949668Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86d3e7c01b82e2344641a8717f686766c281b0c2ca544ccbe7e8afdb0987274f

Aliases

arxiv: 2407.18957 · arxiv_version: 2407.18957v5 · doi: 10.48550/arxiv.2407.18957 · pith_short_12: Q3J6PQA3QLRD · pith_short_16: Q3J6PQA3QLRDIRSB · pith_short_8: Q3J6PQA3

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/Q3J6PQA3QLRDIRSBVBYX62DHM3 \
  | 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: 86d3e7c01b82e2344641a8717f686766c281b0c2ca544ccbe7e8afdb0987274f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d37954f56246ab71aeec5aa72bd5ab23ac95a9582bfe6f3d49b5870f67cffcf2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2024-07-15T06:49:30Z",
    "title_canon_sha256": "48c9ee509ad2dc9b7c4654d6ef718efba9bfe79eecf96fa8d2fe611ecdb4b5a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18957",
    "kind": "arxiv",
    "version": 5
  }
}