Pith Number

pith:3PKSOQVK

pith:2016:3PKSOQVKEVZ6XS2TYDDI5J52QI

not attested not anchored not stored refs pending

Ensemble Robustness and Generalization of Stochastic Deep Learning Algorithms

Alex Sivak, Bingyi Kang, Huan Xu, Jiashi Feng, Shie Mannor, Tom Zahavy

arxiv:1602.02389 v4 · 2016-02-07 · cs.LG · cs.CV · 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{3PKSOQVKEVZ6XS2TYDDI5J52QI}

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	2026-05-18T00:31:22.718952Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dbd52742aa2573ebcb53c0c68ea7ba822f5aa815cd569e15bf14fcea356bd519

Aliases

arxiv: 1602.02389 · arxiv_version: 1602.02389v4 · doi: 10.48550/arxiv.1602.02389 · pith_short_12: 3PKSOQVKEVZ6 · pith_short_16: 3PKSOQVKEVZ6XS2T · pith_short_8: 3PKSOQVK

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/3PKSOQVKEVZ6XS2TYDDI5J52QI \
  | 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: dbd52742aa2573ebcb53c0c68ea7ba822f5aa815cd569e15bf14fcea356bd519

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1fdc49c26320471ef417e0596bee538a9ad193037f3b3ed50bce0599f7a27942",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-02-07T16:50:14Z",
    "title_canon_sha256": "5ec39f5a59d8c1c4d4e1625cede7790d221e0724cba21de254904dc368cdb612"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1602.02389",
    "kind": "arxiv",
    "version": 4
  }
}