Pith Number

pith:QZSRF4DL

pith:2018:QZSRF4DLBX7E3F7X44NC2OPLLD

not attested not anchored not stored refs pending

Towards Arbitrary Noise Augmentation - Deep Learning for Sampling from Arbitrary Probability Distributions

Andreas Maier, Felix Horger, Tobias W\"urfl, Vincent Christlein

arxiv:1801.04211 v2 · 2018-01-12 · 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{QZSRF4DLBX7E3F7X44NC2OPLLD}

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	2026-05-18T00:11:11.297570Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

866512f06b0dfe4d97f7e71a2d39eb58f200534686737180e1aabcb83b7c1e8a

Aliases

arxiv: 1801.04211 · arxiv_version: 1801.04211v2 · doi: 10.48550/arxiv.1801.04211 · pith_short_12: QZSRF4DLBX7E · pith_short_16: QZSRF4DLBX7E3F7X · pith_short_8: QZSRF4DL

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/QZSRF4DLBX7E3F7X44NC2OPLLD \
  | 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: 866512f06b0dfe4d97f7e71a2d39eb58f200534686737180e1aabcb83b7c1e8a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59ce078519f88a0dc8aa292ff4c48b4bc5d87b3fd7e43ef6453285396be13a36",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-01-12T16:03:21Z",
    "title_canon_sha256": "99217629e9cde8fdbddeb0916bd461cfb0265c1f27a9b589483e12d840a1baa2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1801.04211",
    "kind": "arxiv",
    "version": 2
  }
}