Pith Number

pith:HOD5CWYO

pith:2024:HOD5CWYOAPQ3RP6CQDUGY5O2EC

not attested not anchored not stored refs pending

Less is More: Hop-Wise Graph Attention for Scalable and Generalizable Learning on Circuits

Chenhui Deng, Cunxi Yu, Gokce Sarar, Rajeev Jain, Ryan Carey, Zhiru Zhang, Zichao Yue

arxiv:2403.01317 v4 · 2024-03-02 · 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{HOD5CWYOAPQ3RP6CQDUGY5O2EC}

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	2026-07-05T08:06:47.049080Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b87d15b0e03e1b8bfc280e86c75da20b1179c5bcb20a599161441b01e19fd82

Aliases

arxiv: 2403.01317 · arxiv_version: 2403.01317v4 · doi: 10.48550/arxiv.2403.01317 · pith_short_12: HOD5CWYOAPQ3 · pith_short_16: HOD5CWYOAPQ3RP6C · pith_short_8: HOD5CWYO

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/HOD5CWYOAPQ3RP6CQDUGY5O2EC \
  | 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: 3b87d15b0e03e1b8bfc280e86c75da20b1179c5bcb20a599161441b01e19fd82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3af2a9525ce6311b5a6d3d33c023ac270dce2792133cbbfec5490ba5acfd68d9",
    "cross_cats_sorted": [
      "cs.AR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-02T21:33:23Z",
    "title_canon_sha256": "67d094dc577534cf826ec32bdda1dc7caa68c2983d4540feac497ef3d0242c40"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.01317",
    "kind": "arxiv",
    "version": 4
  }
}