Pith Number

pith:YOLBJZ2J

pith:2020:YOLBJZ2JJHBWUD2NBOAEQYUUYJ

not attested not anchored not stored refs pending

On Signal-to-Noise Ratio Issues in Variational Inference for Deep Gaussian Processes

Oscar Key, Tim G. J. Rudner, Tom Rainforth, Yarin Gal

arxiv:2011.00515 v2 · 2020-11-01 · stat.ML · cs.AI · cs.LG · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YOLBJZ2JJHBWUD2NBOAEQYUUYJ}

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.

Receipt and verification

First computed	2026-07-05T02:59:35.806734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c39614e74949c36a0f4d0b80486294c26bb27fe7ac292f01ef7f02defa82b770

Aliases

arxiv: 2011.00515 · arxiv_version: 2011.00515v2 · doi: 10.48550/arxiv.2011.00515 · pith_short_12: YOLBJZ2JJHBW · pith_short_16: YOLBJZ2JJHBWUD2N · pith_short_8: YOLBJZ2J

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/YOLBJZ2JJHBWUD2NBOAEQYUUYJ \
  | 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: c39614e74949c36a0f4d0b80486294c26bb27fe7ac292f01ef7f02defa82b770

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62886aa1040b7bc64f8e3e90ab641d6633ca03d69c818f4b59353a6faa14d7a9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-11-01T14:38:02Z",
    "title_canon_sha256": "7f1ffa8c889011b51f48513a335ce6780283932d695936895ab19e874bda37e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.00515",
    "kind": "arxiv",
    "version": 2
  }
}