Pith Number

pith:GEMED6VI

pith:2025:GEMED6VIOVNZXVIX6SWZBH5D2J

not attested not anchored not stored refs pending

VERIRL: Boosting the LLM-based Verilog Code Generation via Reinforcement Learning

Fu Teng, Jianwei Yin, Liqiang Lu, Mengnan Qi, Miao Pan, Xinyi Chai, Xuhong Zhang, Yiyao Yang, Zhezhi He

arxiv:2508.18462 v1 · 2025-08-25 · cs.LG · 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{GEMED6VIOVNZXVIX6SWZBH5D2J}

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

TestDecision: Sequential Test Suite Generation via Greedy Optimization and Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:59:24.942951Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

311841faa8755b9bd517f4ad909fa3d24a707bd0b3ded71be7cc1c912a4f6f45

Aliases

arxiv: 2508.18462 · arxiv_version: 2508.18462v1 · doi: 10.48550/arxiv.2508.18462 · pith_short_12: GEMED6VIOVNZ · pith_short_16: GEMED6VIOVNZXVIX · pith_short_8: GEMED6VI

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/GEMED6VIOVNZXVIX6SWZBH5D2J \
  | 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: 311841faa8755b9bd517f4ad909fa3d24a707bd0b3ded71be7cc1c912a4f6f45

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9dd366580aaddb6e053f0604e3bb77fce5f5cb76fda1b8f3a699017177e2826",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-25T20:20:44Z",
    "title_canon_sha256": "405145d7277d5cd9aa691a56ec648a92af72a6e7e3bfbcbc10b527e41e9e52c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.18462",
    "kind": "arxiv",
    "version": 1
  }
}