Pith Number

pith:WVK4WSOM

pith:2025:WVK4WSOMYP3U3DPYVLXNDB2CDM

not attested not anchored not stored refs pending

RLDBF: Enhancing LLMs Via Reinforcement Learning With DataBase FeedBack

Ji Qi, Weichen Dai, Wu Jiang, Xi Li, Xinhe Li, Yixuan Pan, Yi Zhou, Zhijie Huang, Zijie Dai

arxiv:2504.03713 v1 · 2025-03-28 · cs.LG · cs.AI · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WVK4WSOMYP3U3DPYVLXNDB2CDM}

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	2026-07-05T10:44:46.927005Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b555cb49ccc3f74d8df8aaeed187421b1a75cc560f20edf4780706a32d0102f5

Aliases

arxiv: 2504.03713 · arxiv_version: 2504.03713v1 · doi: 10.48550/arxiv.2504.03713 · pith_short_12: WVK4WSOMYP3U · pith_short_16: WVK4WSOMYP3U3DPY · pith_short_8: WVK4WSOM

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/WVK4WSOMYP3U3DPYVLXNDB2CDM \
  | 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: b555cb49ccc3f74d8df8aaeed187421b1a75cc560f20edf4780706a32d0102f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bdc64a7f14a872fdfeeda1d6111a3b3c353dd59d1ecadfa0be0e631fbbda94b8",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-28T14:18:29Z",
    "title_canon_sha256": "6fec59b75ebf1197901573b8f31cfd696c0cec1afe74025eb480d3288fafbc8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.03713",
    "kind": "arxiv",
    "version": 1
  }
}