Pith Number

pith:F2ETASIM

pith:2021:F2ETASIMJ2P4GR6YJMLG4EXIUA

not attested not anchored not stored refs pending

GPflux: A Library for Deep Gaussian Processes

Artem Artemev, Eric Hambro, Felix Leibfried, Hugh Salimbeni, James Hensman, John Mcleod, Marc P. Deisenroth, Mark van der Wilk, ST John, Vincent Dutordoir

arxiv:2104.05674 v1 · 2021-04-12 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F2ETASIMJ2P4GR6YJMLG4EXIUA}

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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

An Analysis of Posterior Collapse, Parameterization and Initialization in Variational Deep Gaussian Processes

Receipt and verification

First computed	2026-07-05T02:31:15.124232Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e8930490c4e9fc347d84b166e12e8a03684f0ca8d546a351e8c97ee772cdbdd

Aliases

arxiv: 2104.05674 · arxiv_version: 2104.05674v1 · doi: 10.48550/arxiv.2104.05674 · pith_short_12: F2ETASIMJ2P4 · pith_short_16: F2ETASIMJ2P4GR6Y · pith_short_8: F2ETASIM

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/F2ETASIMJ2P4GR6YJMLG4EXIUA \
  | 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: 2e8930490c4e9fc347d84b166e12e8a03684f0ca8d546a351e8c97ee772cdbdd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98dfc48c39b3bb2b17a9de2a9e38a08f64c7c0c0c1cdc58ff270720697089b7c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-04-12T17:41:18Z",
    "title_canon_sha256": "4af09c195f3b2b64e4196e1419d6dc4474305a574c4d6a207279899d7e821c0d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.05674",
    "kind": "arxiv",
    "version": 1
  }
}