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Pith Number

pith:CRHHFOH3

pith:2025:CRHHFOH3YYKJSRBIJWZDWNROZO
not attested not anchored not stored refs pending

AlphaAgents: Large Language Model based Multi-Agents for Equity Portfolio Constructions

Dhagash Mehta, Harrison Garber, Jingrao Lyu, Stefano Pasquali, Stokes Jones, Tianjiao Zhao

arxiv:2508.11152 v1 · 2025-08-15 · q-fin.ST · cs.AI

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Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{CRHHFOH3YYKJSRBIJWZDWNROZO}

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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

6 papers in Pith

Macro Economists in the Machine: A Multi-Agent LLM Framework for Commodity-Related ETF Portfolio Construction
Beyond Agent Architecture: Execution Assumptions and Reproducibility in LLM-Based Trading Systems
MadEvolve: Evolutionary Optimization of Trading Systems with Large Language Models
AgentSteerTTS: A Multi-Agent Closed-Loop Framework for Composite-Instruction Text-to-Speech
A Review of Large Language Models for Stock Price Forecasting from a Hedge-Fund Perspective
Receipt and verification
First computed 2026-07-05T11:54:19.394751Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

144e72b8fbc6149944284db23b362ecba5b15989dc62c2177064ee3cf60f6467

Aliases

arxiv: 2508.11152 · arxiv_version: 2508.11152v1 · doi: 10.48550/arxiv.2508.11152 · pith_short_12: CRHHFOH3YYKJ · pith_short_16: CRHHFOH3YYKJSRBI · pith_short_8: CRHHFOH3
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/CRHHFOH3YYKJSRBIJWZDWNROZO \
  | 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: 144e72b8fbc6149944284db23b362ecba5b15989dc62c2177064ee3cf60f6467
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "380e1b7550e500c748597933aa05bbf321fbbb614a3eec76b00a2afa95abb928",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2025-08-15T01:49:56Z",
    "title_canon_sha256": "d7abc2765558e913151408471b00e2dfb5dbf132669b7e8da5ffff322c5e7fba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.11152",
    "kind": "arxiv",
    "version": 1
  }
}