Pith Number

pith:THTG5FSW

pith:2024:THTG5FSWWZQLHNQ37PH57QBVND

not attested not anchored not stored refs pending

RL-LLM-DT: An Automatic Decision Tree Generation Method Based on RL Evaluation and LLM Enhancement

Houqiang Li, Jian Zhao, Junjie Lin, Lanxiao Huang, Lin Liu, Wengang Zhou, Xia Lin, Youpeng Zhao, Yue Deng

arxiv:2412.11417 v2 · 2024-12-16 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{THTG5FSWWZQLHNQ37PH57QBVND}

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	2026-07-05T09:50:09.369099Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

99e66e9656b660b3b61bfbcfdfc03568e222ac6b05f19342e0f4936356466286

Aliases

arxiv: 2412.11417 · arxiv_version: 2412.11417v2 · doi: 10.48550/arxiv.2412.11417 · pith_short_12: THTG5FSWWZQL · pith_short_16: THTG5FSWWZQLHNQ3 · pith_short_8: THTG5FSW

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/THTG5FSWWZQLHNQ37PH57QBVND \
  | 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: 99e66e9656b660b3b61bfbcfdfc03568e222ac6b05f19342e0f4936356466286

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f1ee4f1f20599ee33593fe0165332dc278cfbaa0d39901086aad86d9afb24637",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-16T03:33:49Z",
    "title_canon_sha256": "3289e97596aa2ad3d5d097101327dadaecb86948a483b1b132bda866b69304a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11417",
    "kind": "arxiv",
    "version": 2
  }
}