Pith Number

pith:BRJOVKWV

pith:2023:BRJOVKWV5R5RWAMSXAR3HFWO4F

not attested not anchored not stored refs pending

FinMem: A Performance-Enhanced LLM Trading Agent with Layered Memory and Character Design

Denghui Zhang, Haohang Li, Jordan W. Suchow, Khaldoun Khashanah, Rong Liu, Yang Li, Yangyang Yu, Yuechen Jiang, Zhi Chen

arxiv:2311.13743 v2 · 2023-11-23 · q-fin.CP · cs.AI · cs.CE · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BRJOVKWV5R5RWAMSXAR3HFWO4F}

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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

8 papers in Pith

Beyond Agent Architecture: Execution Assumptions and Reproducibility in LLM-Based Trading Systems

Absorbing Complexity: An Interaction-Native Knowledge Harness for Financial LLM Agents

Recursive Multi-Agent Trading System: Iterative Optimized Portfolio Strategy Under Geopolitical Uncertainty

Summoning the Oracle to Slay It: Mitigating Look-Ahead Bias in Financial Backtesting with Large Language Models

AI Trading's Alpha Singularity: Emergent Market Reasoning through Agent-to-Agent Self-Evolution

Receipt and verification

First computed	2026-07-05T07:19:53.517396Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c52eaaad5ec7b1b0192b823b396cee16dc23f77d083b32c3f2987e370d654f1

Aliases

arxiv: 2311.13743 · arxiv_version: 2311.13743v2 · doi: 10.48550/arxiv.2311.13743 · pith_short_12: BRJOVKWV5R5R · pith_short_16: BRJOVKWV5R5RWAMS · pith_short_8: BRJOVKWV

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/BRJOVKWV5R5RWAMSXAR3HFWO4F \
  | 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: 0c52eaaad5ec7b1b0192b823b396cee16dc23f77d083b32c3f2987e370d654f1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7eadcd1d335f40b9c60a0ea8816fa86059bd8c37d802b77658a4ebe353c2068b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CE",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2023-11-23T00:24:40Z",
    "title_canon_sha256": "094609da70b7f03f4f502d0db76ed86f5a5fa23d921f8ea1c895b67148871c44"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.13743",
    "kind": "arxiv",
    "version": 2
  }
}