Pith Number

pith:HHV4TZNG

pith:2025:HHV4TZNGTOGSXJE4XJBX32DMME

not attested not anchored not stored refs pending

DeepGate4: Efficient and Effective Representation Learning for Circuit Design at Scale

Guohao Dai, Jianyuan Zhong, Ningyi Xu, Qiang Xu, Shan Huang, Zhengyuan Shi, Ziyang Zheng

arxiv:2502.01681 v3 · 2025-02-02 · cs.LG · cs.AR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HHV4TZNGTOGSXJE4XJBX32DMME}

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

MMCircuitEval: A Comprehensive Multimodal Circuit-Focused Benchmark for Evaluating LLMs

Receipt and verification

First computed	2026-07-05T11:05:39.397605Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

39ebc9e5a69b8d2ba49cba437de86c612a416ed8f8f7cebd48602324ab51bddb

Aliases

arxiv: 2502.01681 · arxiv_version: 2502.01681v3 · doi: 10.48550/arxiv.2502.01681 · pith_short_12: HHV4TZNGTOGS · pith_short_16: HHV4TZNGTOGSXJE4 · pith_short_8: HHV4TZNG

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/HHV4TZNGTOGSXJE4XJBX32DMME \
  | 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: 39ebc9e5a69b8d2ba49cba437de86c612a416ed8f8f7cebd48602324ab51bddb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "013613104264749411fc552df4504b548221bd1a4b575b044d886eacd6587313",
    "cross_cats_sorted": [
      "cs.AR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-02T05:25:34Z",
    "title_canon_sha256": "9544d8d1761d3ba0e24b03f9554af492348ba1a5aac881f86f01d72a6730e0ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01681",
    "kind": "arxiv",
    "version": 3
  }
}