Pith Number

pith:7ZNDMNZ7

pith:2018:7ZNDMNZ7U6GRCRR57S2RNB5ILJ

not attested not anchored not stored refs pending

A Dual Approach to Scalable Verification of Deep Networks

Krishnamurthy (Dj) Dvijotham, Pushmeet Kohli, Robert Stanforth, Sven Gowal, Timothy Mann

arxiv:1803.06567 v2 · 2018-03-17 · 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{7ZNDMNZ7U6GRCRR57S2RNB5ILJ}

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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

Connecting Lyapunov Control Theory to Adversarial Attacks

Receipt and verification

First computed	2026-05-18T00:09:00.063287Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe5a36373fa78d11463dfcb51687a85a7c56acfaf5df8271589baf8c542e516a

Aliases

arxiv: 1803.06567 · arxiv_version: 1803.06567v2 · doi: 10.48550/arxiv.1803.06567 · pith_short_12: 7ZNDMNZ7U6GR · pith_short_16: 7ZNDMNZ7U6GRCRR5 · pith_short_8: 7ZNDMNZ7

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/7ZNDMNZ7U6GRCRR57S2RNB5ILJ \
  | 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: fe5a36373fa78d11463dfcb51687a85a7c56acfaf5df8271589baf8c542e516a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "04b74cdfa4f20f7da0f49f9dca423f4d19e9594a2b8bdb90a6d88e28934f28ea",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-03-17T20:13:28Z",
    "title_canon_sha256": "c0ec23f72789dd191dfcb47ffbaa43e8d9cf9e4b30bcf7d27bb33d0bdc20eb56"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.06567",
    "kind": "arxiv",
    "version": 2
  }
}