Pith Number

pith:Z7J2DJGH

pith:2025:Z7J2DJGHM3PFYXSJNMT2TDQYLF

not attested not anchored not stored refs pending

FinRL-DeepSeek: LLM-Infused Risk-Sensitive Reinforcement Learning for Trading Agents

Mostapha Benhenda (LAGA)

arxiv:2502.07393 v1 · 2025-02-11 · 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{Z7J2DJGHM3PFYXSJNMT2TDQYLF}

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.

Cited by

2 papers in Pith

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

Semantic State Abstraction Interfaces for LLM-Augmented Portfolio Decisions: Multi-Axis News Decomposition and RL Diagnostics

Receipt and verification

First computed	2026-07-05T10:12:36.799423Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cfd3a1a4c766de5c5e496b27a98e185947ca7d91310a45fa75da2f4fd3c73b76

Aliases

arxiv: 2502.07393 · arxiv_version: 2502.07393v1 · doi: 10.48550/arxiv.2502.07393 · pith_short_12: Z7J2DJGHM3PF · pith_short_16: Z7J2DJGHM3PFYXSJ · pith_short_8: Z7J2DJGH

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/Z7J2DJGHM3PFYXSJNMT2TDQYLF \
  | 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: cfd3a1a4c766de5c5e496b27a98e185947ca7d91310a45fa75da2f4fd3c73b76

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ccf521f2962095768b7e71995ab2f92137d5f42b7c6e557f0dfcac5be054c89",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.TR",
    "submitted_at": "2025-02-11T09:23:14Z",
    "title_canon_sha256": "81c0a392de51026d438d9a8dfb968da091a8bfd02e4da59a9821ad0fa431ddde"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07393",
    "kind": "arxiv",
    "version": 1
  }
}