Pith Number

pith:YW2LCWOF

pith:2023:YW2LCWOF27DMFEBQY3X2VDJM3K

not attested not anchored not stored refs pending

Principles for Initialization and Architecture Selection in Graph Neural Networks with ReLU Activations

Boris Hanin, Gage DeZoort

arxiv:2306.11668 v1 · 2023-06-20 · stat.ML · cs.AI · cs.LG · hep-ex · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YW2LCWOF27DMFEBQY3X2VDJM3K}

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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.

Cited by

1 paper in Pith

Residual connections provably mitigate oversmoothing in graph neural networks

Receipt and verification

First computed	2026-07-05T06:22:22.338703Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5b4b159c5d7c6c29030c6efaa8d2cda9963501e4ffadbce10e9e8963d6bfce1

Aliases

arxiv: 2306.11668 · arxiv_version: 2306.11668v1 · doi: 10.48550/arxiv.2306.11668 · pith_short_12: YW2LCWOF27DM · pith_short_16: YW2LCWOF27DMFEBQ · pith_short_8: YW2LCWOF

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/YW2LCWOF27DMFEBQY3X2VDJM3K \
  | 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: c5b4b159c5d7c6c29030c6efaa8d2cda9963501e4ffadbce10e9e8963d6bfce1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9d352d45f856bf146c18c1aa2397b17ce838ce7bb2ead7a7fba97a3355385117",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "hep-ex",
      "math.PR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-06-20T16:40:41Z",
    "title_canon_sha256": "821682fbedcd6a0b5441bb2166606e3fda4aee3356c77473d58edab91b6732f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.11668",
    "kind": "arxiv",
    "version": 1
  }
}