Pith Number

pith:WVUTI2QM

pith:2019:WVUTI2QMS5Q3UMKYTUMSGGZ4PD

not attested not anchored not stored refs pending

Graph Interpolating Activation Improves Both Natural and Robust Accuracies in Data-Efficient Deep Learning

Bao Wang, Stanley J. Osher

arxiv:1907.06800 v1 · 2019-07-16 · cs.LG · cs.NA · math.NA · 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{WVUTI2QMS5Q3UMKYTUMSGGZ4PD}

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	2026-05-17T23:40:29.095201Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b569346a0c9761ba31589d19231b3c78e92345fe8c498b691c62dda00f17f849

Aliases

arxiv: 1907.06800 · arxiv_version: 1907.06800v1 · doi: 10.48550/arxiv.1907.06800 · pith_short_12: WVUTI2QMS5Q3 · pith_short_16: WVUTI2QMS5Q3UMKY · pith_short_8: WVUTI2QM

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/WVUTI2QMS5Q3UMKYTUMSGGZ4PD \
  | 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: b569346a0c9761ba31589d19231b3c78e92345fe8c498b691c62dda00f17f849

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49f3b97070d3196f6c3797fbbcba0d53facdbba526fb2e1322e841572799f49c",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-16T00:28:19Z",
    "title_canon_sha256": "df7163d2f448f745a0a3399862f4ea0c2a26969c4e81db1f4b0a7acb5c4406d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.06800",
    "kind": "arxiv",
    "version": 1
  }
}