Pith Number

pith:K35SHOZ2

pith:2024:K35SHOZ2XMD64VSV6GAELI2EAZ

not attested not anchored not stored refs pending

Learning to Generate Explainable Stock Predictions using Self-Reflective Large Language Models

Kelvin J.L. Koa, Ritchie Ng, Tat-Seng Chua, Yunshan Ma

arxiv:2402.03659 v3 · 2024-02-06 · cs.LG · cs.CL · q-fin.ST

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K35SHOZ2XMD64VSV6GAELI2EAZ}

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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

A Survey on the Memory Mechanism of Large Language Model based Agents

Receipt and verification

First computed	2026-07-05T07:50:23.308983Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56fb23bb3abb07ee5655f18045a344065a13d73f15deeab63eab442d4dab48ed

Aliases

arxiv: 2402.03659 · arxiv_version: 2402.03659v3 · doi: 10.48550/arxiv.2402.03659 · pith_short_12: K35SHOZ2XMD6 · pith_short_16: K35SHOZ2XMD64VSV · pith_short_8: K35SHOZ2

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/K35SHOZ2XMD64VSV6GAELI2EAZ \
  | 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: 56fb23bb3abb07ee5655f18045a344065a13d73f15deeab63eab442d4dab48ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5584b80198ec1d46c60ae14d661973bef3d5ce04de540968d9d6806c9620d532",
    "cross_cats_sorted": [
      "cs.CL",
      "q-fin.ST"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-06T03:18:58Z",
    "title_canon_sha256": "1c4d6c9c5430e99d39eddd3e1b1566dc398e6cb4cd0f342776cf4609971db2f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03659",
    "kind": "arxiv",
    "version": 3
  }
}