Pith Number

pith:AR4BAHHH

pith:2025:AR4BAHHHP6SLS3J5KZT5ORCQRA

not attested not anchored not stored refs pending

Multi-Agent Stock Prediction Systems: Machine Learning Models, Simulations, and Real-Time Trading Strategies

Daksh Dave, Gauransh Sawhney, Vikhyat Chauhan

arxiv:2502.15853 v1 · 2025-02-21 · q-fin.ST · 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{AR4BAHHHP6SLS3J5KZT5ORCQRA}

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	2026-07-05T10:18:17.254916Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0478101ce77fa4b96d3d5667d74450883906660ae1ce79492f20a44e635e510a

Aliases

arxiv: 2502.15853 · arxiv_version: 2502.15853v1 · doi: 10.48550/arxiv.2502.15853 · pith_short_12: AR4BAHHHP6SL · pith_short_16: AR4BAHHHP6SLS3J5 · pith_short_8: AR4BAHHH

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/AR4BAHHHP6SLS3J5KZT5ORCQRA \
  | 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: 0478101ce77fa4b96d3d5667d74450883906660ae1ce79492f20a44e635e510a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "051cf29f1010bcfbe465f5cf389074f72bad79e3a4d7eccee8569dc5bd4de1db",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2025-02-21T06:36:16Z",
    "title_canon_sha256": "b2b73e9414102022357c0efbe6a23ac4a5b008ecfc302a240c2006b517c9d64f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15853",
    "kind": "arxiv",
    "version": 1
  }
}