Pith Number

pith:KDQP7BBE

pith:2019:KDQP7BBEOINBPR3LB2CLAAPDCX

not attested not anchored not stored refs pending

On-manifold Adversarial Data Augmentation Improves Uncertainty Calibration

Bin Yang, Dan Zhang, Kanil Patel, Michael Pfeiffer, William Beluch

arxiv:1912.07458 v5 · 2019-12-16 · 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{KDQP7BBEOINBPR3LB2CLAAPDCX}

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.

Cited by

1 paper in Pith

Controlled Paraphrase Geometry in Sentence Embedding Space: Local Manifold Modeling and Latent Probing

Receipt and verification

First computed	2026-07-05T02:07:01.164874Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50e0ff8424721a17c76b0e84b001e315e03b9484afaec6c5ef20bf65f79758b4

Aliases

arxiv: 1912.07458 · arxiv_version: 1912.07458v5 · doi: 10.48550/arxiv.1912.07458 · pith_short_12: KDQP7BBEOINB · pith_short_16: KDQP7BBEOINBPR3L · pith_short_8: KDQP7BBE

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/KDQP7BBEOINBPR3LB2CLAAPDCX \
  | 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: 50e0ff8424721a17c76b0e84b001e315e03b9484afaec6c5ef20bf65f79758b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "699cf1a03f319c4226d27ab057dbad63ee0867c9adafa1015790dbe8ef2c8c7a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-16T15:43:03Z",
    "title_canon_sha256": "29de14a8f9afe1046347a6935e28ea7d5edbf6faf491958ac556b3a4369e0d3d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.07458",
    "kind": "arxiv",
    "version": 5
  }
}