Pith Number

pith:GTZQ6PBS

pith:2019:GTZQ6PBSMUEPX25PGE3O3FHG3Z

not attested not anchored not stored refs pending

On the expected behaviour of noise regularised deep neural networks as Gaussian processes

Arnu Pretorius, Herman Kamper, Steve Kroon

arxiv:1910.05563 v1 · 2019-10-12 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GTZQ6PBSMUEPX25PGE3O3FHG3Z}

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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	2026-07-05T01:18:16.159615Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34f30f3c326508fbebaf3136ed94e6de5200bb0ca10458ae3d174581ba2350fa

Aliases

arxiv: 1910.05563 · arxiv_version: 1910.05563v1 · doi: 10.48550/arxiv.1910.05563 · pith_short_12: GTZQ6PBSMUEP · pith_short_16: GTZQ6PBSMUEPX25P · pith_short_8: GTZQ6PBS

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/GTZQ6PBSMUEPX25PGE3O3FHG3Z \
  | 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: 34f30f3c326508fbebaf3136ed94e6de5200bb0ca10458ae3d174581ba2350fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d7636bb7a6671b4419d71fd41f370f8986e790744662fba6a7b4d7b0a2da642",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-10-12T13:23:58Z",
    "title_canon_sha256": "24c66b21599bc4539d00cabaeea6ea999f6d82f979ea564d410c54539783846d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1910.05563",
    "kind": "arxiv",
    "version": 1
  }
}