Pith. sign in
Pith Number

pith:HZ7Z7GH4

pith:2020:HZ7Z7GH4Z6S5SSPE3XDO2UJASL
not attested not anchored not stored refs pending

Edge Entropy as an Indicator of the Effectiveness of GNNs over CNNs for Node Classification

John Shi, Jos\'e M.F. Moura, Lavender Yao Jiang, Mark Cheung, Oren Wright

arxiv:2012.08698 v1 · 2020-12-16 · cs.LG · eess.SP

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{HZ7Z7GH4Z6S5SSPE3XDO2UJASL}

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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 2026-07-05T02:00:02.386895Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

3e7f9f98fccfa5d949e4ddc6ed512092f8f953633f3a6eac9ff077bdd130b9ed

Aliases

arxiv: 2012.08698 · arxiv_version: 2012.08698v1 · doi: 10.48550/arxiv.2012.08698 · pith_short_12: HZ7Z7GH4Z6S5 · pith_short_16: HZ7Z7GH4Z6S5SSPE · pith_short_8: HZ7Z7GH4
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/HZ7Z7GH4Z6S5SSPE3XDO2UJASL \
  | 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: 3e7f9f98fccfa5d949e4ddc6ed512092f8f953633f3a6eac9ff077bdd130b9ed
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d6b2022f0d7cc078df0fa6e86015d6cbfd2f17738a367d874440459fc0bc1ae1",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-16T02:07:38Z",
    "title_canon_sha256": "8ba4a52f8df9f0dbb6ca37810e3c6cfa9c11448c2780ca703e44101b2c762263"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.08698",
    "kind": "arxiv",
    "version": 1
  }
}