Pith Number

pith:FNPBHP6D

pith:2024:FNPBHP6DJLKX26J7M34725L22U

not attested not anchored not stored refs pending

Multimodal Deep Reinforcement Learning for Portfolio Optimization

James Zhang, Ravi Panguluri, Sashwat Venkatesh, Sumit Nawathe

arxiv:2412.17293 v1 · 2024-12-23 · q-fin.PM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FNPBHP6DJLKX26J7M34725L22U}

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

1 paper in Pith

SBCA: Cross-Modal BERT-driven Actor-Critic for Multi-Asset Portfolio Optimization

Receipt and verification

First computed	2026-07-05T09:53:20.301721Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b5e13bfc34ad57d793f66f9fd757ad534ba457dd496dbed9803d45a45557f82

Aliases

arxiv: 2412.17293 · arxiv_version: 2412.17293v1 · doi: 10.48550/arxiv.2412.17293 · pith_short_12: FNPBHP6DJLKX · pith_short_16: FNPBHP6DJLKX26J7 · pith_short_8: FNPBHP6D

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/FNPBHP6DJLKX26J7M34725L22U \
  | 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: 2b5e13bfc34ad57d793f66f9fd757ad534ba457dd496dbed9803d45a45557f82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59f90ce04642028e7e31a69de59c227b99e7b5c16b9b3c44cdd7f1b0056a330d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.PM",
    "submitted_at": "2024-12-23T05:25:15Z",
    "title_canon_sha256": "229008ddd978287de666181aa71d314cc517e100cf7bf725c7ae90f2c7dbc31f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17293",
    "kind": "arxiv",
    "version": 1
  }
}