Pith Number

pith:5XB3M3KW

pith:2023:5XB3M3KWW36MSSWTVYJAL7MLPA

not attested not anchored not stored refs pending

Specformer: Spectral Graph Neural Networks Meet Transformers

Chuan Shi, Deyu Bo, Lele Wang, Renjie Liao

arxiv:2303.01028 v1 · 2023-03-02 · cs.LG · cs.AI · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5XB3M3KWW36MSSWTVYJAL7MLPA}

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

7 papers in Pith

Graph Convolutional Attention: A Spectral Perspective on Graph Denoising and Diffusion

Crys-JEPA: Accelerating Crystal Discovery via Embedding Screening and Generative Refinement

Composable Crystals: Controllable Materials Discovery via Concept Learning

S$^3$GNN: Efficient Global Mixing and Local Message Passing for Long-Range Graph Learning

SPECTRA: Spectral Domain-Aware Graph Generation for Imbalanced Molecular Property Regression

Receipt and verification

First computed	2026-07-05T05:47:25.986266Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

edc3b66d56b6fcc94ad3ae1205fd8b7832647fbd20e1ee2d799bb1a0d04a20f5

Aliases

arxiv: 2303.01028 · arxiv_version: 2303.01028v1 · doi: 10.48550/arxiv.2303.01028 · pith_short_12: 5XB3M3KWW36M · pith_short_16: 5XB3M3KWW36MSSWT · pith_short_8: 5XB3M3KW

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/5XB3M3KWW36MSSWTVYJAL7MLPA \
  | 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: edc3b66d56b6fcc94ad3ae1205fd8b7832647fbd20e1ee2d799bb1a0d04a20f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fce774bea053ea429587fc7e43b093aa3b17c3dfba1b8ff266f2fa89cd2abf20",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-02T07:36:23Z",
    "title_canon_sha256": "03c6d65437ba9962300ca8944094868272fe21123133705f97fdd787450bfcc0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.01028",
    "kind": "arxiv",
    "version": 1
  }
}