Pith Number

pith:FF3IMM63

pith:2023:FF3IMM63KQPMPEQRR2VBMN7IUZ

not attested not anchored not stored refs pending

Advanced Large Language Model (LLM)-Driven Verilog Development: Enhancing Power, Performance, and Area Optimization in Code Synthesis

Bin Lei, Caiwen Ding, Hongwu Peng, Jeff Zhang, Jiahui Zhao, Kiran Thorat, Xi Xie, Yaotian Liu

arxiv:2312.01022 v2 · 2023-12-02 · 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{FF3IMM63KQPMPEQRR2VBMN7IUZ}

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

3 papers in Pith

Can Agents Secure Hardware? Evaluating Agentic LLM-Driven Obfuscation for IP Protection

AutoPPA: Automated Circuit PPA Optimization via Contrastive Code-based Rule Library Learning

Dr. RTL: Autonomous Agentic RTL Optimization through Tool-Grounded Self-Improvement

Receipt and verification

First computed	2026-07-05T07:31:35.399812Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

29768633db541ec792118eaa1637e8a6645a91627451d5e6b6712b8ef28be1ec

Aliases

arxiv: 2312.01022 · arxiv_version: 2312.01022v2 · doi: 10.48550/arxiv.2312.01022 · pith_short_12: FF3IMM63KQPM · pith_short_16: FF3IMM63KQPMPEQR · pith_short_8: FF3IMM63

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/FF3IMM63KQPMPEQRR2VBMN7IUZ \
  | 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: 29768633db541ec792118eaa1637e8a6645a91627451d5e6b6712b8ef28be1ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8863524dca419d479e0c836054da9574858ead332a489fadb8d031b7c60dd495",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-02T04:14:23Z",
    "title_canon_sha256": "8c57a901234b052068e51e5c9aa1f5fda3740f6204208b9e5d13c3e2145e0166"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.01022",
    "kind": "arxiv",
    "version": 2
  }
}