Pith Number

pith:YFCAI2WW

pith:2024:YFCAI2WWYWC5YLDFSAPEKA3LGM

not attested not anchored not stored refs pending

QuantAgent: Seeking Holy Grail in Trading by Self-Improving Large Language Model

Hang Yuan, Jian Guo, Lionel M. Ni, Saizhuo Wang

arxiv:2402.03755 v1 · 2024-02-06 · cs.AI · q-fin.CP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YFCAI2WWYWC5YLDFSAPEKA3LGM}

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

11 papers in Pith

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

CSTrader: A Testbed for Language-Grounded Trading in a Community-Driven Virtual Asset Market

BacktestBench: Benchmarking Large Language Models for Automated Quantitative Strategy Backtesting

A Survey on LLM-as-a-Judge

LLM-Powered AI Agent Systems and Their Applications in Industry

Receipt and verification

First computed	2026-07-05T07:41:58.004514Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c144046ad6c585dc2c65901e45036b332a8bf32fd891ac0448e81a4a699eda08

Aliases

arxiv: 2402.03755 · arxiv_version: 2402.03755v1 · doi: 10.48550/arxiv.2402.03755 · pith_short_12: YFCAI2WWYWC5 · pith_short_16: YFCAI2WWYWC5YLDF · pith_short_8: YFCAI2WW

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/YFCAI2WWYWC5YLDFSAPEKA3LGM \
  | 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: c144046ad6c585dc2c65901e45036b332a8bf32fd891ac0448e81a4a699eda08

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "467a8a8981e8eec491ebc0d24e060673a022bef9be8347c6ed09defbdf64529b",
    "cross_cats_sorted": [
      "q-fin.CP"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-02-06T06:47:14Z",
    "title_canon_sha256": "0f54fc8729e0388756285689fc72db67ec4594406a6d01e5b0ade59d53870a7b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03755",
    "kind": "arxiv",
    "version": 1
  }
}