Pith Number

pith:HKSFBR4R

pith:2025:HKSFBR4R6CVCXIYWY4JXA6GDYH

not attested not anchored not stored refs pending

FLAG-Trader: Fusion LLM-Agent with Gradient-based Reinforcement Learning for Financial Trading

Guojun Xiong, Haohang Li, Jimin Huang, Kaleb E Smith, Keyi Wang, Mingquan Lin, Qianqian Xie, Sophia Ananiadou, Xiao-Yang Liu, Xueqing Peng, Yangyang Yu, Yupeng Cao, Zhiyang Deng

arxiv:2502.11433 v3 · 2025-02-17 · cs.AI · cs.CE · 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{HKSFBR4R6CVCXIYWY4JXA6GDYH}

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

5 papers in Pith

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

The Alpha Illusion: Reported Alpha from LLM Trading Agents Should Not Be Treated as Deployment Evidence

Hybrid LLM-based Intelligent Framework for Robot Task Scheduling

AlphaQuanter: An End-to-End Tool-Augmented Agentic Reinforcement Learning Framework for Stock Trading

Moira: Language-driven Hierarchical Reinforcement Learning for Pair Trading

Receipt and verification

First computed	2026-07-05T10:16:42.205360Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3aa450c791f0aa2ba316c7137078c3c1e151c2570c0252152eeb64b77c53b043

Aliases

arxiv: 2502.11433 · arxiv_version: 2502.11433v3 · doi: 10.48550/arxiv.2502.11433 · pith_short_12: HKSFBR4R6CVC · pith_short_16: HKSFBR4R6CVCXIYW · pith_short_8: HKSFBR4R

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/HKSFBR4R6CVCXIYWY4JXA6GDYH \
  | 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: 3aa450c791f0aa2ba316c7137078c3c1e151c2570c0252152eeb64b77c53b043

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4946492119ea8bfd0f11b02480faccb42922fbd60d1070fa9029867fec345576",
    "cross_cats_sorted": [
      "cs.CE",
      "q-fin.TR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-17T04:45:53Z",
    "title_canon_sha256": "97b7268fa707d94f2e4be6ebe2e28181b1727a3cfd96fe387c054d1072942228"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11433",
    "kind": "arxiv",
    "version": 3
  }
}