Pith Number

pith:5L2CUMQX

pith:2025:5L2CUMQXPCWNW2NU25VLZH55D7

not attested not anchored not stored refs pending

MM-DREX: Multimodal-Driven Dynamic Routing of LLM Experts for Financial Trading

Fei Wu, Jacky Keung, Kun Kuang, Leilei Gan, Yang Chen, Yiquan Wu, Yuchen Cao, Yueheng Jiang, Zhaozhao Ma

arxiv:2509.05080 v2 · 2025-09-05 · 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{5L2CUMQXPCWNW2NU25VLZH55D7}

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

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

Receipt and verification

First computed	2026-07-05T12:08:07.715346Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eaf42a321778acdb69b4d76abc9fbd1fdc33c2ffea7de6f5d34fe73ab1063c5f

Aliases

arxiv: 2509.05080 · arxiv_version: 2509.05080v2 · doi: 10.48550/arxiv.2509.05080 · pith_short_12: 5L2CUMQXPCWN · pith_short_16: 5L2CUMQXPCWNW2NU · pith_short_8: 5L2CUMQX

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/5L2CUMQXPCWNW2NU25VLZH55D7 \
  | 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: eaf42a321778acdb69b4d76abc9fbd1fdc33c2ffea7de6f5d34fe73ab1063c5f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7de93b1dd0c3acfa729774a1c765c696f0dbaeafbf0cf87c33baaf1fd31b624e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2025-09-05T13:19:51Z",
    "title_canon_sha256": "74ceffb38fb7379925c40cf83caa79fce938a8249e43c04afc4e8e5f221d77fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.05080",
    "kind": "arxiv",
    "version": 2
  }
}