Pith Number

pith:BZYVI6UX

pith:2026:BZYVI6UXNK5NNIYXEPF54UNDPF

not attested not anchored not stored refs pending

From Knowing to Doing: A Memory-Controlled Benchmark for LLM Trading Agents on Stock Markets

Beidi Luan, Daxin Jiang, Jiacheng Lu, Jing Li, Rui Sun, Sinuo Wang, Taojie Zhu, Wentao Zhao, Yonghong He, Zuo Bai

arxiv:2605.28359 v1 · 2026-05-27 · cs.AI · 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{BZYVI6UXNK5NNIYXEPF54UNDPF}

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	2026-05-28T01:05:15.821988Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e71547a976abad6a31723cbde51a3795cbbc7b7905bc0995e46088ddff36793

Aliases

arxiv: 2605.28359 · arxiv_version: 2605.28359v1 · doi: 10.48550/arxiv.2605.28359 · pith_short_12: BZYVI6UXNK5N · pith_short_16: BZYVI6UXNK5NNIYX · pith_short_8: BZYVI6UX

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/BZYVI6UXNK5NNIYXEPF54UNDPF \
  | 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: 0e71547a976abad6a31723cbde51a3795cbbc7b7905bc0995e46088ddff36793

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c4e4cffa0f2b1c4cd94ef94761adbab81750e8818b9903f64cd79736526302ed",
    "cross_cats_sorted": [
      "q-fin.TR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-27T11:57:10Z",
    "title_canon_sha256": "da7162411c300a9b6827e96cf8e0dd21fb37f242ae18287dd3904dd94e761681"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.28359",
    "kind": "arxiv",
    "version": 1
  }
}