Pith Number

pith:YLLE3YUP

pith:2024:YLLE3YUPLS26X2NXE6AXFSGG7U

not attested not anchored not stored refs pending

Learning the Market: Sentiment-Based Ensemble Trading Agents

Andrew Ye, Daniel Yan, James Xu, Ryan Chen, Shuai Xu, Vidyut Veedgav, Vipin Chaudhary, Yifan Yu, Yi Wang

arxiv:2402.01441 v2 · 2024-02-02 · q-fin.TR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YLLE3YUPLS26X2NXE6AXFSGG7U}

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.

Receipt and verification

First computed	2026-07-05T09:37:51.816437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c2d64de28f5cb5ebe9b7278172c8c6fd0fd2906d16143cc59a3633c92430daae

Aliases

arxiv: 2402.01441 · arxiv_version: 2402.01441v2 · doi: 10.48550/arxiv.2402.01441 · pith_short_12: YLLE3YUPLS26 · pith_short_16: YLLE3YUPLS26X2NX · pith_short_8: YLLE3YUP

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/YLLE3YUPLS26X2NXE6AXFSGG7U \
  | 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: c2d64de28f5cb5ebe9b7278172c8c6fd0fd2906d16143cc59a3633c92430daae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ce36ec71062bfe99e1351a138f57bbf5fe12551572a300d33553ef5785f789d6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2024-02-02T14:34:22Z",
    "title_canon_sha256": "6add2e53ac784f88a30a14d352ca6972438ee1adcc657a71f1d5d6e3fd3d91b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01441",
    "kind": "arxiv",
    "version": 2
  }
}