Pith Number

pith:C3QKGJNM

pith:2026:C3QKGJNM7CNACABCBQFQQNJ6SE

not attested not anchored not stored refs pending

GIFT: LLM-Guided State-Reward Interface for Financial Reinforcement Learning

Boyi Zhang, Chang Liu, Dexu Yu, Hanwen Du, Hao Zeng, Jiacheng Liu, Jining Luan, Meiqi Zhang, Xinyu Fang, Yanlin Liu, Yanyan Wu, Yongxin Ni, Youhua Li

arxiv:2606.08450 v1 · 2026-06-07 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{C3QKGJNM7CNACABCBQFQQNJ6SE}

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	2026-06-09T01:05:36.983190Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

16e0a325acf89a0100220c0b08353e9137727ed347ac1e83aa9069cf78b7b760

Aliases

arxiv: 2606.08450 · arxiv_version: 2606.08450v1 · doi: 10.48550/arxiv.2606.08450 · pith_short_12: C3QKGJNM7CNA · pith_short_16: C3QKGJNM7CNACABC · pith_short_8: C3QKGJNM

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/C3QKGJNM7CNACABCBQFQQNJ6SE \
  | 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: 16e0a325acf89a0100220c0b08353e9137727ed347ac1e83aa9069cf78b7b760

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b4bd375d0ee6e7b7840994a011e042dfd2e399bedc80db95602da4ebd0c416dd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-07T04:45:19Z",
    "title_canon_sha256": "785fa0afc2c14d8bcc8ad4c20aa63a7de3814049dc0b64b66c9f07a93ed4660b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.08450",
    "kind": "arxiv",
    "version": 1
  }
}