Pith Number

pith:DSA5VWAF

pith:2026:DSA5VWAFUHWINLJ33YFTXAAL35

not attested not anchored not stored refs pending

ChipMATE: Multi-Agent Training via Reinforcement Learning for Enhanced RTL Generation

Chenyang Zhou, Haotian Ye, Hejia Zhang, Jingbo Shang, Jishen Zhao, Junxia Cui, Kun Zhou, Ruiyi Wang, Yichen Lin, Yufei Ding, Yujie Zhao, Yuwei Zhang, Zaifeng Pan, Zhengding Hu, Zhongkai Yu

arxiv:2605.12857 v1 · 2026-05-13 · cs.MA · cs.AI · cs.AR · 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{DSA5VWAFUHWINLJ33YFTXAAL35}

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	2026-05-18T03:09:11.746754Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c81dad805a1ec86ad3bde0b3b800bdf4762655534564e9f6aa2e687ffa4bba2

Aliases

arxiv: 2605.12857 · arxiv_version: 2605.12857v1 · doi: 10.48550/arxiv.2605.12857 · pith_short_12: DSA5VWAFUHWI · pith_short_16: DSA5VWAFUHWINLJ3 · pith_short_8: DSA5VWAF

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/DSA5VWAFUHWINLJ33YFTXAAL35 \
  | 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: 1c81dad805a1ec86ad3bde0b3b800bdf4762655534564e9f6aa2e687ffa4bba2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94219062cc6109517aaf1910e98a2ddef9e933c02e83e84352bf4f7e8f3cd567",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.AR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2026-05-13T01:04:21Z",
    "title_canon_sha256": "fa0d821914f48171ba6d9f078f88b279d6d4cf309e063799010bb487fd1f1225"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.12857",
    "kind": "arxiv",
    "version": 1
  }
}