Pith. sign in
Pith Number

pith:6EPYXWLO

pith:2022:6EPYXWLOSMAGJ4KJNN7NEVJWEF
not attested not anchored not stored refs pending

Understanding convolution on graphs via energies

Benjamin P. Chamberlain, Francesco Di Giovanni, James Rowbottom, Michael M. Bronstein, Thomas Markovich

arxiv:2206.10991 v5 · 2022-06-22 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6EPYXWLOSMAGJ4KJNN7NEVJWEF}

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

4 papers in Pith

Receipt and verification
First computed 2026-07-05T06:48:02.749577Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f11f8bd96e930064f1496b7ed25536214f379f829b364c4d6c66821ac898bf5d

Aliases

arxiv: 2206.10991 · arxiv_version: 2206.10991v5 · doi: 10.48550/arxiv.2206.10991 · pith_short_12: 6EPYXWLOSMAG · pith_short_16: 6EPYXWLOSMAGJ4KJ · pith_short_8: 6EPYXWLO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6EPYXWLOSMAGJ4KJNN7NEVJWEF \
  | 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: f11f8bd96e930064f1496b7ed25536214f379f829b364c4d6c66821ac898bf5d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "57978f9deb9ce17de6fb239052184d268083939013343eed15f35909f1a66770",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-22T11:45:36Z",
    "title_canon_sha256": "fd0eb87d7eed88e7832cd6affc8ddec963d0b8a558daeda91935a74fbe8337f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.10991",
    "kind": "arxiv",
    "version": 5
  }
}