Pith Number

pith:MNF7JYR6

pith:2021:MNF7JYR6JRV3OBJ57GFD4HU7AX

not attested not anchored not stored refs pending

Improving Graph Neural Networks with Simple Architecture Design

Sunil Kumar Maurya, Tsuyoshi Murata, Xin Liu

arxiv:2105.07634 v1 · 2021-05-17 · stat.ML · cs.AI · 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{MNF7JYR6JRV3OBJ57GFD4HU7AX}

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

2 papers in Pith

Enhancing LLMs for Graph Tasks via Graph-aware LoRA Generation

Evaluating LLMs on Large-Scale Graph Property Estimation via Random Walks

Receipt and verification

First computed	2026-07-05T02:40:42.485676Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

634bf4e23e4c6bb7053df98a3e1e9f05e6aa8b0658126559a34f6d872f96af89

Aliases

arxiv: 2105.07634 · arxiv_version: 2105.07634v1 · doi: 10.48550/arxiv.2105.07634 · pith_short_12: MNF7JYR6JRV3 · pith_short_16: MNF7JYR6JRV3OBJ5 · pith_short_8: MNF7JYR6

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/MNF7JYR6JRV3OBJ57GFD4HU7AX \
  | 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: 634bf4e23e4c6bb7053df98a3e1e9f05e6aa8b0658126559a34f6d872f96af89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73fcf23e758ed8d04228760934047129e5fee3cd544d885e4f3f7dab664b2fca",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-05-17T06:46:01Z",
    "title_canon_sha256": "ae9e6d1ef0862294338e0cefd8010b41c1c6e88ba946af8c68ef849f87493748"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.07634",
    "kind": "arxiv",
    "version": 1
  }
}