Pith Number

pith:2R5WBFBD

pith:2021:2R5WBFBDNGMU5P6PARGUZL37ZU

not attested not anchored not stored refs pending

Machine Learning for Electronic Design Automation: A Survey

Bei Yu, Guyue Huang, Haoyu Yang, Hengrui Zhang, Huazhong Yang, Jialong Liu, Jingbo Hu, Juejian Wu, Kai Zhong, Mingyuan Ma, Xuefei Ning, Yifan He, Yuanfan Xu, Yu Wang, Yuzhe Ma, Zhaoyang Shen

arxiv:2102.03357 v2 · 2021-01-10 · eess.SP · cs.AI · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2R5WBFBDNGMU5P6PARGUZL37ZU}

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	2026-07-05T02:21:00.910277Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d47b60942369994ebfcf044d4caf7fcd0de8a7f450d1752ed58bb11f01b1887b

Aliases

arxiv: 2102.03357 · arxiv_version: 2102.03357v2 · doi: 10.48550/arxiv.2102.03357 · pith_short_12: 2R5WBFBDNGMU · pith_short_16: 2R5WBFBDNGMU5P6P · pith_short_8: 2R5WBFBD

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/2R5WBFBDNGMU5P6PARGUZL37ZU \
  | 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: d47b60942369994ebfcf044d4caf7fcd0de8a7f450d1752ed58bb11f01b1887b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb721f1454248d026cf41025facdc520a1c77cbb66cdb8ed0060988ecb4328cd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2021-01-10T12:54:37Z",
    "title_canon_sha256": "460bd010013abbde9c60b2406da86a14a755984fc7c0bdec3c219b69b0817977"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.03357",
    "kind": "arxiv",
    "version": 2
  }
}